\r\n\tSynthetic zeolites can be formed from different raw materials and among these many wastes represent some interesting sources due to their chemical and mineralogical composition. Today, a large number of different types of waste resulting from many human activities are produced in the world (e.g. industrial, municipal, agricultural waste) and most of them are deposed of in landfills thus determining a great environmental problem.
\r\n
\r\n\tThis book intends to provide the reader with a comprehensive overview of the current state-of-the-art on the possibility to transform the different types of waste materials into useful products, zeolites, through conventional processes and innovative methods. The aim is to demonstrate that waste can be a problem or a resource depending on how it is managed.
",isbn:"978-1-80356-426-5",printIsbn:"978-1-80356-425-8",pdfIsbn:"978-1-80356-427-2",doi:null,price:0,priceEur:0,priceUsd:0,slug:null,numberOfPages:0,isOpenForSubmission:!0,isSalesforceBook:!1,isNomenclature:!1,hash:"3ed0dfd842de9cd1143212415903e6ad",bookSignature:"Dr. Claudia Belviso",publishedDate:null,coverURL:"https://cdn.intechopen.com/books/images_new/11561.jpg",keywords:"Structure, Properties, Natural Material, Synthetic Product, Type, Composition, Production, Disposal, Hydrothermal Method, Pre-fusion Process, Sonication, Multiple Steps",numberOfDownloads:null,numberOfWosCitations:0,numberOfCrossrefCitations:null,numberOfDimensionsCitations:null,numberOfTotalCitations:null,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"February 25th 2022",dateEndSecondStepPublish:"March 25th 2022",dateEndThirdStepPublish:"May 24th 2022",dateEndFourthStepPublish:"August 12th 2022",dateEndFifthStepPublish:"October 11th 2022",dateConfirmationOfParticipation:null,remainingDaysToSecondStep:"5 months",secondStepPassed:!0,areRegistrationsClosed:!0,currentStepOfPublishingProcess:5,editedByType:null,kuFlag:!1,biosketch:"Since 2002, Dr. Claudia Belviso has been carrying out research activity in the field of mineralogy and geochemistry aimed at environmental protection. She is responsible for the research activity on zeolite synthesis from waste materials and natural sources which has allowed her to be the inventor of an International Patent, publish numerous scientific articles in peer-reviewed journals, and carry out scientific research in national and international projects.",coeditorOneBiosketch:null,coeditorTwoBiosketch:null,coeditorThreeBiosketch:null,coeditorFourBiosketch:null,coeditorFiveBiosketch:null,editors:[{id:"61457",title:"Dr.",name:"Claudia",middleName:null,surname:"Belviso",slug:"claudia-belviso",fullName:"Claudia Belviso",profilePictureURL:"https://mts.intechopen.com/storage/users/61457/images/system/61457.jpg",biography:"Claudia Belviso is a researcher at the Institute of Methodologies of Environmental Analysis (IMAA) of CNR. After graduating in Geological Sciences and qualifying as a professional geologist, she earned a Ph.D. in Earth Sciences. Since 2002 has been carrying out her research activity in the field of mineralogy and geochemistry aimed at environmental protection. She is responsible for the research activity on zeolite synthesis from waste materials and natural sources as well as their application to solving environmental problems and as new raw material. These research activities have allowed her to be the inventor of an International Patent, publish numerous scientific articles in peer-reviewed journals, participate in national and international conferences, take part in the organization of international congresses, and carry out scientific research in national and international projects.",institutionString:"National Research Council",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"1",totalChapterViews:"0",totalEditedBooks:"1",institution:{name:"National Research Council",institutionURL:null,country:{name:"Italy"}}}],coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"8",title:"Chemistry",slug:"chemistry"}],chapters:null,productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},personalPublishingAssistant:{id:"453622",firstName:"Tea",lastName:"Jurcic",middleName:null,title:"Ms.",imageUrl:"//cdnintech.com/web/frontend/www/assets/author.svg",email:"tea@intechopen.com",biography:null}},relatedBooks:[{type:"book",id:"5306",title:"Zeolites",subtitle:"Useful Minerals",isOpenForSubmission:!1,hash:"eec7f864baf093058440c0f56072a7cf",slug:"zeolites-useful-minerals",bookSignature:"Claudia Belviso",coverURL:"https://cdn.intechopen.com/books/images_new/5306.jpg",editedByType:"Edited by",editors:[{id:"61457",title:"Dr.",name:"Claudia",surname:"Belviso",slug:"claudia-belviso",fullName:"Claudia Belviso"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"1591",title:"Infrared Spectroscopy",subtitle:"Materials Science, Engineering and Technology",isOpenForSubmission:!1,hash:"99b4b7b71a8caeb693ed762b40b017f4",slug:"infrared-spectroscopy-materials-science-engineering-and-technology",bookSignature:"Theophile Theophanides",coverURL:"https://cdn.intechopen.com/books/images_new/1591.jpg",editedByType:"Edited by",editors:[{id:"37194",title:"Dr.",name:"Theophile",surname:"Theophanides",slug:"theophile-theophanides",fullName:"Theophile Theophanides"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"3161",title:"Frontiers in Guided Wave Optics and Optoelectronics",subtitle:null,isOpenForSubmission:!1,hash:"deb44e9c99f82bbce1083abea743146c",slug:"frontiers-in-guided-wave-optics-and-optoelectronics",bookSignature:"Bishnu Pal",coverURL:"https://cdn.intechopen.com/books/images_new/3161.jpg",editedByType:"Edited by",editors:[{id:"4782",title:"Prof.",name:"Bishnu",surname:"Pal",slug:"bishnu-pal",fullName:"Bishnu Pal"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"371",title:"Abiotic Stress in Plants",subtitle:"Mechanisms and Adaptations",isOpenForSubmission:!1,hash:"588466f487e307619849d72389178a74",slug:"abiotic-stress-in-plants-mechanisms-and-adaptations",bookSignature:"Arun Shanker and B. 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1. Introduction
Electrical resistivity is defined as the ability of the material to resist the flow of electricity. Resistivity is calculated using Ohm’s law when dealing with the material is homogeneous and isotropic. To provide a more accurate version of resistivity that can be applied for every material, the more general form of Ohm’s law is used [1]:
E=ρJE1
In this equation, E is a vector that represents the electric field generated in the material (V/m), J is also a vector that represents the current density within the material (A/m−2), and ρ is a tensor which is basically the proportionality coefficient (Ωm).
Eq. (1) is Ohm’s law in a more general context where E and J are vectors, and ρ is a tensor. This indicates that the current does not necessarily flow in the direction of the applied electric field. If it is assumed that the sample is homogeneous, meaning that it has the same properties everywhere, and that the material is isotropic, meaning that the material has the same properties in all directions, then ρ becomes a scalar. This is not always a valid assumption though.
In this chapter, isotropic and homogeneous materials are assumed, so ρ is considered to be a scalar. Considering the bar-shaped sample in Figure 1:
Figure 1.
General two-point resistivity measuring technique [1].
The electric field (E) generated in the material is calculated by dividing the potential difference (V) between the two sides, by the distance (l) over which the voltage is applied [1]:
E=VlE2
The current density J is defined as the current I(A) flowing through the material, divided by the cross-sectional area A(m2) through which the current flows [1]:
J=IAE3
Area (A) in Figure 1 is equal to the width w (m) times the height h (m). Combining the equations above, we get [1]:
I is the current (A) flowing through the specific sample, V is the voltage (V) applied across this specific sample, and R is the resistance (Ω) of this specific sample.
Any changes in size and shape of the sample can cause changes in its total resistance, while those changes will not affect the resistivity of the sample since that is a property of the material alone. Conductivity (σ) is in principle the same property of the material, but it is calculated as the inverse of resistivity, and it is measured in Siemens per metre (S/m).
2. Resistivity measurement techniques
There are two main techniques to measure the resistivity of a material, either in liquid or in solid phase. The two techniques are the inductive and the contact-based methods.
2.1. Inductive or toroidal resistivity
The toroidal resistivity cell is based on the principle of inducing a current from one coil to another. The level of the induced current will be proportional to the resistivity of the medium inserted within the coils (Figure 2).
Figure 2.
Toroidal resistivity cell [2].
The main advantage of toroidal conductivity cell is that the coils do not come in contact with the solution. They are usually surrounded by a polymeric material. This allows the use of the cell in media where direct contact will damage the cell. While this is an advantage, toroidal cells lack sensitivity due to the absence of direct contact. Furthermore, toroidal cells are typically larger and the solution current induced by the toroid occupies a volume around the sensor. Hereafter, toroidal cells need more surrounding space and therefore are mounted in larger pipes [2].
2.2. Contacting resistivity
Contacting resistivity cells use two metals or graphite electrodes in contact with the sample, whether that is in liquid or solid phase. An AC current is applied to the electrodes by the electronic instrumentation, and the resulting AC voltage is recorded. This technique can measure down to pure water resistivity. The main downside of this cell type is that the cell is susceptible to coating and corrosion, which severely decreases the performance of the cell. In cases where the sample is a solution of high ionic content, polarisation effects will arise and result in non-linearity of measurements [2]. Further explanation on polarisation is provided later in this chapter.
2.2.1. Two-pole cells
In the standard two electrodes cell, an alternating current is applied between the two poles using a current source, while the resulting voltage is recorded (Figure 3).
Figure 3.
General electronic configuration of a two-pole resistivity cell [2].
Knowing the voltage and current across the two electrodes at low frequencies where the capacitance between the electrodes has no effect on the measurement, the resistance between the two electrodes can be calculated. Although the calculated resistance includes the resistance of the electrodes as well, in cases where the sample is a solution, its resistance is much higher than the resistance of the electrodes, and therefore, it can be neglected. Furthermore, in the attempt to measure the sample only, the impedance caused by polarisation of the electrodes and the field effects, interfere with the measurement, and both impedances are measured.
2.2.2. Three-pole cells
The three-pole cell is not as popular now as it has been replaced by the four-pole one. The purpose for adding the third pole was to direct and constrain the electric field lines. That minimises the effect of having special field fluctuations and eliminates the influences of external factors, such as the size of the beaker and the distance between the beaker walls and the poles, on the resistivity measurements. It provides more reproducible measurements when determining the cell constant and therefore more reproducible results.
2.2.3. Four-pole cells
In a four-pole cell (Figure 4), the current is applied to the outer electrodes in such a way that a constant potential difference is maintained between the inner electrodes. As this voltage measurement takes place with a negligible current, these two electrodes are not polarised, and therefore, their resistance is effectively zero. There are cases where the current applied to the outer electrodes is kept constant, and the voltage is measured between the two inner poles. In that case, the resistivity is directly proportional to the voltage measured. The four-pole method is usually used within an insulating tube. This technique minimises the beaker field effect because the electric field is constrained within the tube walls and because the volume of the material is well defined. Simultaneously, this eliminated the problem of the electric field being affected by the beaker walls. Therefore, the position of the cell in the beaker becomes irrelevant.
Figure 4.
Four-pole resistivity cell [2].
Ideally, electrodes placed at specific distances with a known effective surface area. The distances between the electrodes can define the cell constant based on the electric fields built up as shown in Figure 5:
Figure 5.
General electrode positioning for the four-pole resistivity cell [3].
The cell constant can be calculated using Poisson’s equation:
ΔV=Iρ2π[(1r1−1r2)−(1r3−1r4)]E7
Some specific approaches are shown in Figure 6 where d is the distance between the electrodes (m) and n is an integer to show that it is a multiple of d.
Figure 6.
Typical electrode configurations for four-pole resistivity [3].
2.2.3.1. Sheet resistance measurements
There are cases where the resistance of sheets or films of various materials is of interest. In those cases, the sheet resistance is usually used to compare between different thin films of materials. The easiest way to measure sheet resistance is to make the material into a square film having equal length and width. Therefore, just like the bar sample in Figure 1, the resistivity can be calculated by [1]:
ρ≡VwhIlE8
where ρ is the sample resistivity (Wm), V is the voltage measured by the voltmeter (V), w is the width of the sample (m), h is the thickness of the sample (m), I is the current the ammeter measures flowing through the sample (A), and l is the length of the film (m).
When the width is equal to the length, then Eq. (8) becomes [1]:
ρsq≡VhIE9
The “sheet resistivity” is the resistivity of a square film of material and is represented by the symbol ρsq. The “sheet resistance” Rs is generally defined by [1]:
Rs≡Rsq=VIE10
where V is the voltage measured by the voltmeter (V) and I is the current the ammeter measures flowing through the sample (A).
General units of sheet resistance are ohms (Ω), but in order to distinguish between resistance and sheet resistance, people most commonly use (Ω per square) or (Ω/square). In reality, sheet resistance is exactly the same as the resistance of a square film of a material. What makes sheet resistance interesting is that it is independent of the size of the square and the thickness of the sheet is not required to measure sheet resistance.
It is also a common technique to measure the resistance of films of arbitrary size and shape. This is usually done by pressing four collinear and equally spaced contacts into the film. The width and length of those contacts must be much greater than the distance between the contacts. In this case, sheet resistance can be calculated using [3]:
Rs=4.532VIE11
where V is the voltage measured across the two inner contacts (V), and I is the current applied through the two outer contacts (A).
It is understood that it will be very difficult to always fulfil these requirements for the contact size and distance between them. Under those circumstances, geometric correction factors are used to compensate in order to accurately measure the sheet resistance. These correction factors are available for the most commonly faced sample geometries [3].
2.2.3.2. Van der Pauw technique
Ideally, samples can have or can be made into convenient shapes to allow the use of the four-pole cell to measure their resistivity. There are also cases that the samples are of arbitrary shape and the sample might be damaged in the attempt to make it into the desired shape. Therefore, another technique called van der Pauw technique [1] is used. There are five conditions to be fulfilled in order to correctly use that technique:
Flat shape of uniform thickness.
No secluded holes.
Homogeneous and isotropic.
All four contacts must be located at the edges.
Contact area of any individual contact must be at least an order of magnitude smaller than the area of the entire sample.
When the samples are very small, the dimensional constrains for the van der Pauw method are not feasible, and therefore, some compensation is required.
The general step-by-step procedure for doing a van der Pauw measurement is as follows:
Define resistance Rab,cd = Vcd/Iab, where Vcd = Vc – Vd and is the voltage between points c and d, while Iab is the current flowing from contact a to contact b.
Measure the resistances of four points on the sample (R21,34 and R32,41). Define RH as the higher of these two resistances and RL as the lower of these two resistances.
Find ratio RH/RL and solve the function f(RH/RL).
Calculate the resistivity ρx using:
ρx=πd(RH+RL)f(RH/RL)ln4E12
where ρx is the resistivity (Wm), d is the thickness of the sample (m), resistances RH and RL are measured in W, and ln 4 is approximately 1.3863.
It is not necessary to measure the width or length of the sample.
Alter the contact points to measure R43,12 and R14,23. And then repeat steps 3 and 4 to calculate ρy using these new values for RH and RL. If the two resistivities ρx and ρy are not within 10% of each other, then either the contacts are bad or the sample is non-uniform. Try making using new contacts. If the two resistivities are within 10% of each other, the best estimate of the material resistivity ρ is the average:
ρ=(ρx+ρy)2E13
The function f(RH/RL) is defined by the transcendental equation:
Platinised cells are most commonly used for measuring the resistivity of solutions. In solutions, the polarisation effect is of high importance due to the accumulation of ions near the surface of the electrodes. One way to minimise the polarisation effect is to decrease the current density. Current density can be decreased by increasing the electrochemical surface area of the electrodes. The most convenient and common way to do that is to cover the electrodes with platinum black. Platinised cells are very powerful because their cell constant is linear over 2–3 decades of resistivity, while without platinum black it is only linear for approximately one decade. If platinum black is damaged or scratched, it will alter the cell constant and the properties of the cell. A minor shortcoming of platinised cells is that the cell constant tends to drift faster when compared with non-platinised cells. It is advisable to use platinum black for measurements in non-viscous samples, without suspensions and frequent calibrations.
2.2.5. Flow through cells
There are cases when the real-time resistivity of a small volume of flowing liquid is of interest. Flow through type resistivity cells are designed for those cases. These cells are customised for this kind of measurements but show several disadvantages. The most common problem with flow through cells is that they need a closed liquid system protected from air. In particular, for pure water resistivity measurements, it is very important to use a flow cell since contact with air will dissolve carbon dioxide and for carbonate ions changing the resistivity of the sample [4].
2.3. Cell-type comparisons and ranges
A short comparison between the classical two-pole resistivity cell and the more advanced four-pole resistivity cell is shown in Table 1:
Advantages
Disadvantages
Two-pole cell
Simple.
Cheap.
Good with viscous media or samples with suspension.
Field effects must be in the centre of the vessel.
Only cells with no bridge between the plates.
Polarisation issues in high conductivity samples.
Calibration over a very small range.
Four-pole cell
Linear over a wide conductivity range.
Allows calibration and measurement in different ranges.
Can be used for flow through or immersion type cells.
Ideal for high conductivity medium can be used for low conductivity measurements if cell capacitance is compensated.
Unsuitable for micro-samples depth of immersion 3–4 cm.
Table 1.
Comparison between two-pole and four-pole resistivity cells [2].
Different conductivity cells have different properties, and the cell type must be chosen depending on the application. The measurement range over which the cell stays linear gets broader as the number of poles increases. Platinised poles also contribute to increasing the measurement span in which the cell is linear (Figure 7).
Figure 7.
Operational ranges of several resistivity cell types [2].
3. Measurement implications
3.1. Calibration and cell constant calculation
Calibration of resistivity cells is important because it calculates the correct value of the cell constant in your working conditions. The cell constant is a factor that is used to convert the measured resistance to resistivity.
The cell constant is calculated by dividing the distance between the two poles by the cross-sectional area of the poles. Therefore, the cell constant is ideally, determined by the geometry of the cell. In reality, due to the fact that the cross-sectional area of the poles is not the actual electrochemical area (in case of liquids), the cell constant can only be measured experimentally using samples of known resistivities. In cases where the sample is a solution, cell constant can change due to changes on the electrodes. Those changes are caused due to contamination or due to physical-chemical alteration in case of platinised cells.
If high precision measurements are required, the cell constant needs to be calibrated often in samples of known resistivity at the same temperature as the actual measurements. Furthermore, when using the two-pole cells, the determination of the cell constant must be done at close resistivities to the resistivity of the sample since the cell constant is also resistivity dependent.
When using a two-pole cell, the choice of the cell constant value varies with the linear measurement range of the cell selected. Typically, a cell with K = 0.1 cm−1 is chosen for pure water measurements, while, for environmental water and industrial solutions, a cell with K of 0.4–1 cm−1 is used. Cells with up to K = 10 cm−1 are best for very low resistivity samples. In the case of a four-pole cell, the cell constant value is generally included in the range from 0.5 to 1.5 cm−1 [5].
3.2. Polarisation
When attempting to measure the resistivities of solutions, more complications arise. Applying a potential difference or an electrical current to the electrodes of the cell, depending on the polarity, ions will be attracted or repelled from the electrodes. That ionic movement causes and accumulation of ions and therefore charge at the electrodes’ surface which can further cause the initiation of chemical reactions (Figure 8). Subsequently, due to the accumulation of charge on the electrodes’ surface, the actual resistance of the electrodes changes which is called polarisation. Polarisation can cause error on the measurements as it is a parasitic component to the solution resistance.
Figure 8.
Polarisation effect due to ions contaminating the electrodes [1].
3.2.1. Preventing polarisation
There are several precautions that can be used to minimise or eliminate polarisation:
Using an AC current will eliminate the polarisation effect since the polarity of the electrodes will constantly change, and the ions in the solution will not accumulate on one side since they will be sequentially repelled and attracted by the electrode.
AC current frequency plays an important role on the polarisation effect. In solutions, low resistivities indicate high ionic content which means that the accumulation of ions will happen very quickly. In those cases, high frequencies are used, and for high resistivities where the ionic content is low, lower frequencies are used.
It was explained earlier in Section 3.1 that the cross-sectional area of the cell when used in solutions is the electrochemical surface area and not the geometrical cross-sectional area. If that electrochemical surface area is increased, while the current is constant, it means that the current density on the electrode will decrease and subsequently the polarisation effect will also decrease. A common technique is to use platinum black to cover the electrodes’ surfaces because it has a very high electrochemical surface area.
Since the resistance of the electrodes has no effect on the measurements when using a four-pole cell, it means that polarisation will have no influence on the measurements of the four-pole cell.
When using a two-pole cell, deposits on the electrode’s surface can have a similar effect to polarisation since the electrodes’ resistance changes, while in the case of the four-pole cells, contamination has no effect [6].
3.3. Geometry and frequency
Different geometries can affect error levels. The most common errors in resistivity measurements are those produced by field effects. A theoretical assumption has been made when designing resistivity cells that the electric field lines are straight lines from one pole to the other and that they are not affected by surrounding objects. In reality, although the majority of the field lines do form in straight lines, some of them form curves (Figure 9). These field lines can affect the measurement especially when another object or another field interferes with them.
Figure 9.
Field lines between the two electrodes [2].
Three and four-pole conductivity cells are designed to minimise this effect. There is still some field effect present for the four electrodes cell due to the fact that when field lines do not flow directly to the other electrode, the distance travelled by the current is different from the distance between the two electrodes. That can have a major effect on the cell constant.
In most conductivity metres, the frequency is automatically increased with decreasing resistance of the sample, to avoid polarisation errors at low resistivities [5].
3.4. Cable resistance and capacitance
Cables are made of conductors, meaning that the material has very low resistivities. The total resistance of a cable is proportional to its length. The resistance of the cable can induce an error on the readings of the cell, and therefore, it should be compensated for accurate measurements. The cable resistance becomes significant when the resistance of the sample is lower than (approximately 50 Ω) and when using the two- or three-pole techniques.
For four-pole cells, the cable resistance has no influence. A shielded cable of a given length has a given capacity. When the measured resistance is high, the cable capacitance is not negligible and must be taken into account.
Compensate the cable capacitance when:
using a four-pole cell,
measuring high resistivities,
the cable capacitance of the resistivity cell is >350 pF.
3.5. Temperature effect
Resistivity measurements are temperature dependent; if the temperature increases, resistivity decreases. The concept of reference temperature was introduced to allow the comparison of resistivity results obtained at different temperature. The reference temperature is usually 20 or 25°C. Generally, resistivity metres measure the resistance of the cell and calculate the resistivity by knowing their cell constant. They also measure the temperature of the resistivity measurement, and they use a function to translate the measured resistivity to reference resistivity. Reference resistivity is the resistivity of the sample at a reference temperature. Therefore, resistivity measurements are often associated with temperature sensors for temperature correction to improve resistivity calculations.
There are three common temperature correction methods:
Linear function
Non-linear function for natural waters according to ISO/DIN7888
No correction
When the measurement requires very high precision and accuracy, the measurements are taken in a temperature controlled environment to ensure temperature stability and for a more accurate determination of the cell constant at that temperature [3].
3.5.1. Linear temperature correction
When measuring resistivity of solutions with medium to low resistivity, the linear temperature correction is used. Linear temperature correction is used, for example, for saline solutions, acids, and leaching solutions. The conductivity of the solution can be calculated by [7]:
κTref=100100+θ(T−Tref)κTE15
where κTref is the conductivity at reference temperature, κT is the conductivity at the temperature of the measurement, Tref is the reference temperature, T is the sample temperature, and θ is the temperature coefficient (%/°C). If resistivity is required, then the inverse of the calculated conductivity is the resistivity.
The linear correction method is useful and correct only when the reference temperature and the temperature of the measurement are close. The risk of error for this method is directly proportional to the difference between the reference temperature and the temperature of the measurement.
In order to calculate the temperature coefficient, the resistivity of a sample at temperature T1 close to Tref and another temperature T2 is measured. Then, the temperature coefficient is calculated by using the following equation [7]:
θ=(κT2−κT1)100(T2−T1)κT1E16
T2 must be a typical sample temperature, usually room temperature, and should be approximately 10°C different from T1. Indicative ranges for the temperature coefficients of commonly used electrolytes are provided below [2]:
Acids: 1.0–1.6%/°C
Bases: 1.8–2.2%/°C
Salts: 2.2–3.0%/°C
Drinking water: 2.0%/°C
Ultrapure water: 5.2%/°C
3.5.2. Non-linear temperature correction
In frequent cases of natural waters, for example, ground water, surface water, drinking water, and waste water, the classical linear temperature correction function is not suitable. The reason is that the temperature dependency of the conductivity for these solutions in non-linear and can only be defined by a 4th degree polynomial. The basic idea for this correction method is to correct the measured conductivity from the measurement temperature to 25°C to give K25 [7].
K25=f25(T)KTE17
f25(T) is the temperature correction factor used for the conversion of conductivity values of natural water from T to 25°C. This function is a 4th degree polynomial equation, is provided by ISO/DIN7888 standard, and is valid for measurements between 0 and 35.9°C [7].
4. Improving measurement reliability
In order to improve the reliability and accuracy of the measurements, the source of errors must be identified. Several common experimental errors are listed below, and a guide to overcome some of the common challenges of resistivity measurements is provided in detail.
4.1. Common experimental errors
There are many experimental dangers to avoid when making resistivity measurements. The most common sources of error arise from doing a two-point measurement on a material that has any of the contact problems discussed earlier. Therefore, it is logical to do four-point measurements whenever possible. This section describes experimental practises to avoid errors in measuring resistivity [1, 7]:
The biggest challenge for measuring resistivity is to obtain and maintain good electrical connections between the electrodes and the sample. There are several ways to improve the electrical contacts ranging from just wiping the sample with a suitable solvent to soldering directly on the sample or even pressing some pieces of soft metals onto the contact area. Scraping the sample’s surface with a razor blade, exposing a fresh surface, and using alligator clips or silver-painting are also appropriate options. It has to be noted that even good contacts can become bad from aging. Therefore, maintaining good contacts is also very important.
The resistivity cell should be calibrated before measuring any material samples. Calibration procedures have been described earlier in this chapter.
The input impedance of the voltmeter should at least two orders of magnitude higher than the impedance of the resistivity cell. The input impedance is usually listed in the equipment specifications. Usually, customised instrumentation amplifiers are used with very high input impedance of the order of 1015Ω to avoid these problems.
The resistivity cell should be tested before measuring any material samples. It is advisable to test the resistivity cell using materials of known resistivities and validate the results from the system before taking any measurements.
In general, the geometry of the cell is vital. Therefore, especially in the case of the four-pole cell, the area of the voltage electrodes should be made as small as possible and also the distance between the two voltage electrodes should always be much bigger than the thickness of the sample. That will decrease the error between the geometrical cell constant and the actual cell constant by providing a better estimate of the effective volume of the sample.
An obvious but not trivial point is to ensure the circuit integrity. The most usual cause of meaningless results is when the circuit’s integrity is violated. For correct measurements, in any kind of cell, the electrodes must be completely independent of each other and the only thing connecting them must be the sample under investigation. Even in the four-pole cells, all the electrodes should be checked for short circuits before using them for measurements. Any remarkably low resistance value measured between the electrodes should indicate short circuit.
The applied voltage or current can cause self-heating of the material or even the cell itself, which can change the resistivity measurements. To avoid this problem, use as low current as possible while the voltage is still readable on the metre or use a temperature sensor on the resistivity cell itself.
Depending on the material of the sample, Ohm’s law is not always obeyed. There are non-Ohmic materials that change their resistance depending on the applied voltage or current across them. Therefore, before making accurate measurements, the linearity between voltage and current across the sample should be investigated. It is advised to apply voltages or current both above and below the measuring values and to ensure that resistivity measurements will be made within the linear region of the voltage current graph.
It is good practise to always test the equipment before performing any measurements. Sometimes, voltmeter leads age and their contacts with the voltmeter are damaged. In those cases, the voltmeter gives random values since it operates as an open circuit. The best way to check for open circuits on the voltmeter is to drop the current input to zero and check if the voltage also drops to zero. If it does not fall to zero and gives a random number, then that indicates open circuit.
A further check of the equipment is to reverse the leads on the voltmeter and measure the resistance again. The two readings are within 10% of each other; then, the readings are considered as valid. It has to be noted and understood that in this case the current is flowing between the two inner electrodes (in the case of four-pole cell) and that the voltage is measured between the two outer electrodes.
The resistivity of some materials can light dependent. This is particularly a problem with semiconductors. If there is a chance of this, try blocking all light from the sample during measurement.
4.2. Guidelines for improved resistivity measurements
Other than the common experimental errors and some ways to prevent them, further measurement improvements, can be achieved when following these simple rules [2, 6, 7]:
4.2.1. Frequent cell constant calibration
The cell constant is the most important component for accurate resistivity measurements. Although when measuring resistivities of solids, the cell constant is fairly stable, when measuring resistivities of liquids, it can be vital. It is ideal to determine the cell constant of the cell right before any measurement, but a frequent cell constant calibration is advisable. In particular, in the case of platinised cells, calibration should be performed even more frequently due to the elevated risk of contamination and physical or chemical alteration of the platinum layer.
4.2.2. Controlling the temperature and maintaining homogeneity
For high accuracy and low resistivity measurements, it is required to have a stable temperature of the sample and the cell itself. If the measurements will be thermostated, then the calibration should be made at the same temperature as the measurements. Furthermore, homogeneity of the sample is critical. All of the equations used for the calculation of resistivity assume homogeneity. In particular, for solution, it is highly advised to stir the solution continuously during both the calibration and the measurement. For resistivity measurements, the resistivity reading can be expressed either at the measuring temperature or at a reference temperature using the pre-mentioned temperature correction factors.
4.2.3. Cell positioning
Some cell types can be greatly affected by the surrounding materials. In solutions, for example, the distance between the cell and the wall can be a major source of error since the electric field is bounded and altered by the beaker walls. Two-pole cells should always be placed at the centre of the beaker, and all electrodes, no matter what the cell type is, must be completely immersed in the sample.
4.2.4. High resistivity measurements
Use flow-through cell to avoid carbon dioxide from dissolving in the solution.
Use low cell constant, 1 cm−1 or lower.
Do not use platinised cells because they are easier to clean and have a faster response.
Ensure that the instrumentation is within its operating ranges in terms of current, voltage, and frequency.
4.2.5. Low resistivity measurements
Avoid polarisation by using platinised and four-pole cells.
High cell constant (1 cm−1) or higher if possible.
Resistivity is not proportional to concentration at high levels. Do not attempt to dilute the solutions to bring them down to the measuring range of the cell.
Ensure that the instrumentation is within its operating ranges in terms of current, voltage, and frequency.
\n',keywords:"resistivity sensors, resistivity measurement techniques, impedance, fringing, cell constant",chapterPDFUrl:"https://cdn.intechopen.com/pdfs/54410.pdf",chapterXML:"https://mts.intechopen.com/source/xml/54410.xml",downloadPdfUrl:"/chapter/pdf-download/54410",previewPdfUrl:"/chapter/pdf-preview/54410",totalDownloads:1728,totalViews:598,totalCrossrefCites:5,totalDimensionsCites:13,totalAltmetricsMentions:3,introChapter:null,impactScore:5,impactScorePercentile:93,impactScoreQuartile:4,hasAltmetrics:1,dateSubmitted:"August 31st 2016",dateReviewed:"February 6th 2017",datePrePublished:null,datePublished:"May 31st 2017",dateFinished:"March 13th 2017",readingETA:"0",abstract:"This chapter discusses and explains the basic operating principles of various measuring methods of resistivity for materials in both liquid and solid phase. It provides explanations for two-, three-, and four-pole as well as toroidal resistivity cells. The van der Pauw technique is explored as a step-by-step procedure to estimate the resistivity of a material with no arbitrary shape. The special case of sheet material resistivity and resistance is explained in more detail, and equation for that special problem is simplified. It further provides information on common experimental errors and a short guideline to improve the reliability and accuracy of the measurements. The implications and challenges faced during resistivity measurements are explored and explained with ways to compensate for errors due to temperature and capacitance changes. In addition, the way to experimentally determine the cell constant of a cell is described and the necessity for calibration is clearly explained. It further provides information to overcome the standard problem of polarisation when the resistivity of solutions with high ionic content is investigated.",reviewType:"peer-reviewed",bibtexUrl:"/chapter/bibtex/54410",risUrl:"/chapter/ris/54410",book:{id:"5703",slug:"electrical-resistivity-and-conductivity"},signatures:"Marios Sophocleous",authors:[{id:"195268",title:"Dr.",name:"Marios",middleName:null,surname:"Sophocleous",fullName:"Marios Sophocleous",slug:"marios-sophocleous",email:"marios_sophocleous@hotmail.com",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/195268/images/5191_n.jpg",institution:{name:"University of Cyprus",institutionURL:null,country:{name:"Cyprus"}}}],sections:[{id:"sec_1",title:"1. Introduction",level:"1"},{id:"sec_2",title:"2. Resistivity measurement techniques",level:"1"},{id:"sec_2_2",title:"2.1. Inductive or toroidal resistivity",level:"2"},{id:"sec_3_2",title:"2.2. Contacting resistivity",level:"2"},{id:"sec_3_3",title:"2.2.1. Two-pole cells",level:"3"},{id:"sec_4_3",title:"2.2.2. Three-pole cells",level:"3"},{id:"sec_5_3",title:"2.2.3. Four-pole cells",level:"3"},{id:"sec_5_4",title:"2.2.3.1. Sheet resistance measurements",level:"4"},{id:"sec_6_4",title:"2.2.3.2. Van der Pauw technique",level:"4"},{id:"sec_8_3",title:"2.2.4. Platinised cells",level:"3"},{id:"sec_9_3",title:"2.2.5. Flow through cells",level:"3"},{id:"sec_11_2",title:"2.3. Cell-type comparisons and ranges",level:"2"},{id:"sec_13",title:"3. Measurement implications",level:"1"},{id:"sec_13_2",title:"3.1. Calibration and cell constant calculation",level:"2"},{id:"sec_14_2",title:"3.2. Polarisation",level:"2"},{id:"sec_14_3",title:"3.2.1. Preventing polarisation",level:"3"},{id:"sec_16_2",title:"3.3. Geometry and frequency",level:"2"},{id:"sec_17_2",title:"3.4. Cable resistance and capacitance",level:"2"},{id:"sec_18_2",title:"3.5. Temperature effect",level:"2"},{id:"sec_18_3",title:"3.5.1. Linear temperature correction",level:"3"},{id:"sec_19_3",title:"3.5.2. Non-linear temperature correction",level:"3"},{id:"sec_22",title:"4. Improving measurement reliability",level:"1"},{id:"sec_22_2",title:"4.1. Common experimental errors",level:"2"},{id:"sec_23_2",title:"4.2. Guidelines for improved resistivity measurements",level:"2"},{id:"sec_23_3",title:"4.2.1. Frequent cell constant calibration",level:"3"},{id:"sec_24_3",title:"4.2.2. Controlling the temperature and maintaining homogeneity",level:"3"},{id:"sec_25_3",title:"4.2.3. Cell positioning",level:"3"},{id:"sec_26_3",title:"4.2.4. High resistivity measurements",level:"3"},{id:"sec_27_3",title:"4.2.5. Low resistivity measurements",level:"3"}],chapterReferences:[{id:"B1",body:'Webster, JG., editor. Electrical Measurement, Signal Processing and Displays. Florida, USA: CRC Press LLC; 2004. 723 p.'},{id:"B2",body:'Sophocleous, M. Thick Film Underground Sensors [thesis]. Southampton, U.K.: University of Southampton; 2016. 309 p.'},{id:"B3",body:'Nabighian, M., editor. Electromagnetic Methods Vol. 1: Theory. 2nd ed. Oklahoma: Society of Exploration Geophysicists; 1988.'},{id:"B4",body:'Plambeck, J., editor. Electroanalytical Chemistry: Basic Principles and Applications. United States of America: John Wiley & Sons; 1982.'},{id:"B5",body:'Pletcher, D., editor. A First Course in Electrode Processes. 2nd ed. Cambridge: The Royal Society of Chemistry; 2009.'},{id:"B6",body:'Scholz, F., editor. Electroanalytical Methods: Guide to Experiments and Applications. 2nd ed. Berlin: Springer; 2010.'},{id:"B7",body:'Radiometer Analytical SAS, Conductivity: Theory and Practice, France, 2004-05B.'}],footnotes:[],contributors:[{corresp:"yes",contributorFullName:"Marios Sophocleous",address:"sophocleous.marios@ucy.ac.cy",affiliation:'
Holistic Electronics Research Lab, Department of Electrical & Computer Engineering, University of Cyprus, Nicosia, Cyprus
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1. Introduction
This chapter aims to bring information and consideration regarding cultural competence as part of the education of the professionals that work with Communication Sciences and Disorders in Brazil. The first important information is that this professional is called Phonoaudiologist and has habilitation both in Speech and Language and in Audiology.
Phonoaudiologist is the professional with higher education that works in the area of Communication Sciences and Disorders. In all Latin America the areas of Audiology (assessment and rehabilitation of hearing and hearing disorders) and Speech-Language Therapy (assessment and intervention with communication, voice and swallowing disorders) are the professional field of Phonoaudiology.
Another major aspect that must be brought to attention is the complexity of the country. The authors will present some information about Brazil as a country and the current issues that are most relevant to the discussion of how cultural competence is considered in the education of Phonoaudiologists and the impact of COVID-19 in this regard.
It is easy to understand that the overview about Brazil will be superficial and incomplete, as would happen with any other attempt to synthesize important aspects such as the history, geography, and economy of a country in just a few paragraphs.
2. Brazil: some information about the country
What is nowadays the country of Brazil was a Portuguese colony from the sixteenth century until the nineteenth century. The formation of its people and society was the result of the genocide of the original population, the enslavement, and forced immigration through the kidnapping of African individuals aiming to boost the colony’s economic workforce based on the extractivist agriculture [1]. During the three centuries of slavery, almost 4 million persons were forcibly brought from Africa to Brazil [2]. These groups, added by the European colonizers, brought different cultural elements that are now an intrinsic part of Brazilian culture in areas such as food, religion, music, and language [3].
When slavery came to an end there was no official segregation, but structural racism still can be observed. It is clear in the small numbers of African descendants in universities, or higher positions in the workforce or political posts—when the topic is black women, the lack of possibilities is even bigger. Albeit several debates have been dedicated to the racial question in Brazil, including the famous idea of a racial democracy [4], this is still a sensitive issue generating social gaps in different and complex levels of the Brazilian society in major cities as well as in small and distant towns.
Structural racism is defined as a social, economic and politic system where institutional and public policies reinforce and maintain the segregation and inequities of social groups based on ethnicity, race or “color.”
The “whitening” process that the Brazilian population went through during the nineteenth and twentieth centuries, with the arrival of different groups of immigrants, mainly from Europe, the Middle East, and Japan, was a National State Policy and helped in the deepening of racial and social inequalities. Its reflexes are seen until the present day. Figure 1 shows the origins of the 4.3 million immigrants that arrived in Brazil during the nineteenth century.
Figure 1.
Imigrants during the nineteenth century.
Brazil is the 5th largest country in the world and there are also enormous geographic contrasts. The largest cities are located in the southeast, a very industrialized region that concentrates almost 55% of the country’s entire gross product and 42% of the population. For example, São Paulo is the largest city, with over 12.3 million inhabitants; Rio de Janeiro has a demographic density of over 5.6 thousand inhabitants per square kilometer. The north and central regions are the most rural and preserved areas, despite the recent reduction of environmental preservation policies. In the Amazon region, the state of Roraima has the lowest demographic density in the country, with 2.33 inhabitants per square kilometer.
Immigration and migration processes are also different in different regions and at various moments, with different cultural impacts. During the last decade, the number of immigrants arriving in Brazil has increased from 17,188 in 2010 to 117,037 in 2020 [2]. Figure 2 shows the origins of the largest groups of immigrants to Brazil in the last decade.
Figure 2.
Immigrants in the last decade.
Their distribution in the different regions of the country is shown in Figure 3.
Figure 3.
Distribution in the different regions.
Brazil has many and large cultural, social, environmental, economic, and educational differences. Portuguese is the official language, spoken by the whole population (over 213 million), but there are large differences associated with specific regions of the country, traditions, age groups, and other aspects.
The original populations are still another aspect of Brazilian diversity. Of the almost 1 million persons of indigenous origin, 60% live in protected areas designated by the federal government. The North region has the largest indigenous population and there are 305 different ethnic groups that speak 274 different languages [5].
It becomes clear that cultural differences are, historically, a relevant part of Brazilian society. Therefore, all the major universities have “Culture and Extension” offices that encourage and support initiatives directed toward the integration between the universities and the specific society where they are located. This way, different actions are carried out in different universities aiming to better reach the different groups. This includes the programs in the areas of communication sciences and disorders.
Culture and Extension offices in the universities usually have a mission statement of bringing together the university and the environment and community where it is located. The activities are usually as diverse as developing educational experiences to children of different groups to expand sports technology, or from providing health assistance to facilitating cultural shows of developing environmental systems for pollution control.
3. Phonoaudiology—CSD professional education in Brazil
Out of approximately 48,000 phonoaudiologists in Brazil, 16.5% are specialists, 7.3% have a Master’s degree, and 3% have Ph.D. degrees. The phonoaudiologist has habilitation in both Speech-Language Pathology and Audiology, after completing a bachelor’s program with an average workload of 4000 h, including supervised practice. Presently there are 81 bachelor’s programs in Phonoaudiology, with a total of approximately 8000 students.
The Ministry of Education determines education guidelines for phonoaudiologists that guarantee basic standards for the whole country. The guidelines allow different programs address specific needs and characteristics associated with different regions, cultures, and institutions. The number of programs in the different regions of Brazil is roughly associated with the size of the population therein, as can be observed in Figure 4. Programs include a minimum of 800 h of supervised practice in clinical schools and school hospitals, with supervision by professors [6]. These services are offered free of charge. They include populations that are usually underserved in all the regions of the country.
Figure 4.
Distribution of Phonoaudiology bachelor programs and of the population in the different regions of Brazil.
The first programs were developed in Brazil in the 1950s decade. One of them was part of the education department of a catholic university and the other was part of the otorhinolaryngology department of a school of Medicine. As expected, there are clear differences regarding how each program approaches cultural competence in professional education. In both programs, as is the case in all Phonoaudiology education, the opportunities for supervised practice involve contact with a very diverse population.
Cultural Competence refers to a continuously evolving process that involves self-awareness regarding our actions with individuals from cultures that are different from our own. It includes considering the culture, beliefs and values of students, clients and patients in any decision-making and intervention processes.
Therefore, fostering competencies of cultural awareness, respect and empathy is part of the supervisors’ routine work. However, there is not a uniform approach to this content by the different programs; there is a constant search for improvement, based on specific institutional aims and policies.
For example, in one of the oldest programs mentioned above, 5 years ago, after ample discussions by the faculty, a new educational project was approved. According to the project, students started observing supervised practice during the first semester of the program. This activity enabled the early start of discussions about cultural diversity and exercises of cultural competence. These experiences continue to develop, involving different activities and experiences in all the 10 semesters of the program, with effective practice in various scenarios in the last four semesters.
Regarding reach-out projects, depending on the specific pedagogical plan of each program, before the COVID-19 pandemic, actions from various programs focused on cultural diversity in different contexts. They involved, for example, screening for hearing and communication disorders in regular visits to riverside communities in the Amazon region by students from the state of Sao Paulo. Other groups could be involved in programs developed in small towns in the Southeast region, or reaching refugees that arrived from countries such as Venezuela, Haiti, or Colombia.
Cultural competence has been part of the different programs, with different intensities and approaches, for several years. There is not a specific policy about it, determining how or at which moment of the program the issue should be addressed. Therefore, each program can place the focus on cultural competence according to the specific academic context.
The process of getting access to academic education in Brazil is a process mostly based on the results of specific academic exams. Therefore, usually, the groups of students are also comprised of individuals from different social, economic, and cultural backgrounds. Dealing with these differences is an important issue in academic programs, and most important in areas that deal with human communication and interaction, such as Phonoaudiology.
4. Changes and challenges presented by the COVID-19 pandemic
Brazil has public systems that guarantee integral health care and 9 years of fundamental education to the whole population. However, these systems do not eliminate the severe inequities that can be observed everywhere. The COVID-19 pandemic had a major impact in several areas of health care delivery. Despite a vaccination system that otherwise works very efficiently and a population that was willing to be vaccinated, the distribution of vaccines was delayed and the process was very slow. The health system collapsed in all regions of the country, with overloaded ICUs and even a shortage of oxygen at some moments.
As occurred in several countries, the Brazilian central government was slow to respond to those challenges, failing to provide leadership aimed toward unified and collaborative actions. All decisions were transferred to state and city authorities, resulting in disjointed efforts and few positive results.
More than 650,000 persons perished, millions were infected, and continue to struggle with the consequences. Economic impacts continue to be observed in unemployment, increasing numbers of bankruptcies, hunger, and homelessness. These consequences are evident in all regions and affect either rural or urban populations.
Now, more than 1 year after the start of the vaccination in Brazil, a significant proportion of the population is vaccinated and the number of infections and deaths are decreasing. Several restrictions are being suspended, face-to-face activities are starting, and schools are re-opening. However, the consequences of the COVID19 pandemic will probably continue to affect the educational, health, and economic systems for a long time. It is not possible to think that things will be “back to normal” within a short period. It is important to think, for example, not just about children that were sick with COVID-19 and the long-term consequences of long hospitalization periods with, eventually, reduced oxygen amounts provided to the brain. Health, educational, and social security systems will have to deal with a great number of children that were orphaned and how to guarantee equal chances and compensating intervention. There are several challenges that will have to be met in the near and farther future.
4.1 Phonoaudiology education and the pandemic
Since the onset of the pandemic, in the first semester of 2020, it became clear that social distancing was one of the most effective ways of avoiding the spread of the COVID-19 pandemic. Authorities and stakeholders proposed several strategies to reduce human physical contact while trying to maintain most of the activities we used to consider “normal.” Most of the universities either enhanced or implemented online classes, study groups, and supervisions. However, it was believed that this situation would last for a few weeks or a few months at the most. During those first weeks, there was a somewhat relaxed approach to the new challenges with expectations such as “we will do what we can”; “when we go back to normal we will solve it” or even “we should stop everything and wait it out and then see what needs to be done.”
As a result, different groups proposed and organized different responses. Some universities interrupted completely their activities, while others continued with online theoretical courses but interrupted all practice. Still, others built on previous experience and expertise in telehealth in order to continue to offer services. This also facilitated the establishment of clinical competence for future practice.
Telehealth or telepractice is the use of digital information and communication technologies, such as computers and mobile devices, to access and provide/receive health care services remotely.
Access to the Internet and digital equipment varies widely among students. In some cases the public university provided equipment and Internet packages to students, aiming to improve equity of access to tele-practice, tele-supervision, and distance education among students. The same was not true for many patients. It was not as easy to reduce the differences between patients from different social and cultural backgrounds, who did not have access to such technologies. Barriers to providing services through remote technologies also included the parent’s education level, their proficiency in the use of digital technology, and involvement with the intervention process.
Remote technologies can include, personal computers, notebooks, tablets and mobile phones.
As weeks, months and a year went by it became clear that those who started adapting their practices earlier had more effective results and better outcomes. This applied to teaching activities involved in theoretical courses as well as interventions associated with supervised practice.
The COVID 19 pandemic made even more evident another unwanted kind of social distancing. Differences in access to basic health resources highlighted social differences. As a result, discussions with students about alternatives to address the various and specific difficulties became frequent topics of classes and supervision meetings. Through such discussions, access to technology emerged as another challenge to be addressed in the process of increasing the equality of chances and opportunities for all.
Even considering that there are an increasing number of Internet users, there is still a large proportion of the population without any access to the web. Concerns about the use of digital technology in school environments, which have yielded poor results despite some public policies supporting accessibility to persons with special needs, are reported [7].
Research conducted before the pandemic revealed that, with 71% of the Brazilian population responding, 28% of the households did not have access to the Internet; 25% of the population did not use the Web and only one-third of the participants did any kind of work through the Internet. People living in the rural area (79%) or with lower income (85%) reported using the Internet exclusively on their cell phones [8].
A study focused on children and adolescents before the pandemic informed that there were 3 million children and adolescents that did not have access to the Internet in Brazil; of which 1.4 million never had access to the Web either in school, at work, or at home. Besides that, 4.8 million children and adolescents between 9 and 17 years (18% of the population) did not have access to the Internet at home. [9]. Considering the use of digital technology in the schools, the study reports that 58% of the students from urban schools used cell phones to perform school activities and only 33% of the teachers had some kind of instruction about the use of the Internet. In rural environments, only 40% of the schools had at least one computer with access to the Internet and 9% could access the Web via other devices [10].
Telehealth resources have great potential to address barriers such as the lack of professional experts in a specific area, and physical distance, besides saving transportation time and costs. However, not all families have access to the best technology devices to allow for the best services of online therapy. Professional education programs should include competencies regarding the resources available in different contexts.
It seems that the alternative strategies that had to be used in the implementation of tele-practice represent an important experience to be considered in offering SLP services to underserved or unserved populations and to in-training professionals that will be able to use them [11]. A study [12] conducted in 2020 assessed the reactions of final-period undergraduate students after 10 weeks of supervised telepractice with children with ASD in Sao Paulo, Brazil. Results indicate that 70% of them reported being self-confident and encouraged and that it was possible to continue the learning process. They considered that the improved contact with the families was the most positive aspect of telepractice, while the negative aspects were the lack of personal contact and the dependency on technology. This same publication [12] reports on 552 sessions of online language therapy with 83 children with ASD. These data highlight the importance of flexibility in the use of the available technology. More than 50% of the contacts occurred through WhatsApp. This surely is not the best way to provide a speech-language therapy session, but the alternative was no therapy. Overall, in 76.3% of the sessions, the therapists (supervised students) reported that the specific goals were met. These preliminary results seem to indicate that even in a situation where the resources are not the best ones, telehealth seems to be a viable alternative to the delivery of SLP services to children with ASD and their families.
5. Cultural awareness and cultural competence
Cultural differences and characteristics are not just observed in the minorities represented by migrants, refugees, and persons that frequently lack adequate access to basic housing, health, and education services [11]. They can also be observed in everyday life in small attitudes, and in regional popular sayings and customs that involve social, cultural, and economic aspects. Critical thinking is necessary to understand cultural differences that may reflect power differences associated with cultural identity. The notion of cultural humility [13] involves a better understanding of health issues regarding the context in which they occur.
Cultural awareness is essential to all SLPs in everyday situations [14], but more so when the service is provided through technological resources that “put the therapist inside the client’s home.”
This is the situation either when the therapist proposes to work with the client with the assistance of an adult at home or if “guiding” activities that are to be conducted at home by a familiar adult. Anyway, we are “invading” the client’s home (and probably the whole family), by being part of the routine of other family members, sharing routines and habits. Regardless of how productive it can be for the work itself, allowing the inclusion of tasks and abilities in the child’s routine and environment, we are entering their homes and it is easy to consider that this “participation” maybe a little (or too much) more than the families anticipated. The same may be true about online teaching. The study setting for the student may not be appropriate; or the student may feel uncomfortable and exposed, sharing their home environment or a disrupted routine during a class or supervision. It can happen anywhere, with anyone. Building the notion that improving cultural competence will be a never-ending task for any professional that deals with people, education, or communication should be part of the aims of education regarding remote access in education and intervention for the future.
The pandemic interrupted projects of modernity previously proposed and the need for changes has emerged. The ruptures created by the pandemic may represent an important opportunity for society to overcome barriers imposed by prejudices, lack of coherent information, and other elements that can harm the action of the speech therapist within the clinical practice. The notion of telepractice as the only mode of access between the phonoaudiologist and the client/patient during a long period and the cultural aspects involved has never been discussed like this before. Cultural competence in remote practice is now an essential part of the equation.
The concept of cultural competence has already been studied by several specialties within the area of health, addressing how it can benefit both the professional and the patient. One of the studies highlights that culture is not only something that people have but also something present in every human being, in its roots, which influences all their actions. In the literature, cultural aspects have already been defined as a set of values, beliefs, and norms that guide the thinking and decision-making processes of a certain population group about the actions it takes [15, 16]. Then, if the culture in which individuals are born can determine the thought and actions of each individual and the group, the expansion of this culture and the encounter, clash, and confluence with other cultures, can modify complete mental processes as well as personal, professional, and group decision-making mechanisms [17].
The phonoaudiologist is the professional trained to assist the language and communication skills of individuals of all ages. The assistance, however, should consider all complex issues regarding cultural sensitivity in all aspects involved in the integration of knowledge, competencies, and attitudes that influence therapeutic practice. Betancourt et al. [18] pointed out that the health professionals’ awareness of these complex dimensions that relate to cultural competence incorporates the understanding of the influence of social and cultural issues on beliefs and behaviors, taking into account their interaction with health providers. For these reasons, the COVID-19 pandemic and the need to transform all intervention, supervision, and education activities to remote access, made it clear that cultural competence must include these resources as part of the discussions during the speech-language pathologist’s training.
The understanding of the multicultural aspects of clients with speech, language, and hearing problems is essential to the professional’s ability to perform their best practices, providing a high-quality service for the population.
A small study conducted online interviews with 54 undergraduate and graduate students of Phonoaudiology and questioned their positions on the relevance of cultural competence in their professional training and their ability to work with individuals from different cultures. The results indicate that only 20% of the participants considered they had good knowledge about different cultures and 70% would be interested in different cultural experiences. This is important feedback regarding teaching strategies. Faculty needs to address how to bring cultural awareness as one of the competencies that are focused in several academic activities so students would be able to recognize and value the experiences they are already having with persons from different cultures. Different strategies may be used to achieve this goal, such as lectures, online discussions, or classroom activities [19]. The challenges imposed by the pandemic, restricting personal contact, will demand the continuity of the search for the best strategies.
6. Considerations
The small study reported above confirms the expectations of Brazilian students in the area of communication sciences and disorders regarding the impact of experiences with different cultural groups on the development of cultural competence. The limitations imposed by the COVID-19 pandemic delayed all planning about face-to-face contact in the short term. However, there are many alternatives for distance meetings and communication. Developing communication partnerships among students and universities from different regions, environments, and even countries can foster interaction between students and improve general cultural sensitivity. Hopefully, the return to more mobile possibilities will allow the continuity and improvement of previous experiences.
Even different languages should not be barriers if communication is the true aim. Learning how to understand each other and reducing differences and distances may be the kind of soft skill that contributes to the development of empathy. It can surely be interesting for a CSD student to experience the role of not being able to communicate efficiently and needing to overcome linguistic and cultural barriers and becoming more flexible in different settings. It may be said that empathy is not enough, but it can be an important intrinsic motivator to the development of cultural competence.
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Brazil: some information about the country",level:"1"},{id:"sec_3",title:"3. Phonoaudiology—CSD professional education in Brazil",level:"1"},{id:"sec_4",title:"4. Changes and challenges presented by the COVID-19 pandemic",level:"1"},{id:"sec_4_2",title:"4.1 Phonoaudiology education and the pandemic",level:"2"},{id:"sec_6",title:"5. Cultural awareness and cultural competence",level:"1"},{id:"sec_7",title:"6. Considerations",level:"1"}],chapterReferences:[{id:"B1",body:'Holanda SB. Roots of Brazil. Notre Dame, Indiana, United States: University of Notre Dame Press; 2012. (First published in 1936)'},{id:"B2",body:'Portal da Imigração. 2021. Available from: https://portaldeimigracao.mj.gov.br/images/dados/relatorio-anual/2020/Resumo%20Executivo%20_Relat%C3%B3rio%20Anual.pdf'},{id:"B3",body:'Ribeiro D, Ribeiro GL. The Brazilian People: The Formation and Meaning of Brazil. Florida: University Press of Florida; 2000'},{id:"B4",body:'Freyre G. The Masters and the Slaves—A Study in the Development of Brazilian Civilization. California: University of California Press; 1986'},{id:"B5",body:'Survival Brasil. 2021. Available from: https://www.survivalbrasil.org/povos/indios-brasileiros'},{id:"B6",body:'Fernandes FDM, Wertzner HF. Competence-based curricula for the education of speech-language pathologists and audiologists in Brazil. Folia Phoniatrica et Logopaedica. 2014;66(4–5):176-182. DOI: 10.1159/000366129'},{id:"B7",body:'United Nations Education, Science and Culture Organization. Assessing Internet Development in Brazil: Using UNESCO’s Internet Universality ROAM-X Indicators NIC.BR/CETIC.BR. 2019. Available from: https://cetic.br/publicacao/assessing-internet-development-in-brazil-usingunesco-s-internet-universality-roam-x-indicators/'},{id:"B8",body:'Centro Regional de Estudos para o Desenvolvimento da Sociedade da Informação. Survey on the Use of Information and Communication Technologies in Brazilian Households: ICT Households. 2018. Available from: https://www.cetic.br/publicacao/pesquisa-sobre-o-uso-das-tecnologias-de-informacao-e-comunicacao-nos-domicilios-brasileiros-tic-domicilios-2018/'},{id:"B9",body:'Centro Regional de Estudos para o Desenvolvimento da Sociedade da Informação. Survey on Internet Use by Children in Brazil: ICT Kids Online Brazil São Paulo. 2017. Available from: https://cetic.br/publicacao/pesquisa-sobre-o-uso-da-internet-por-criancas-e-adolescentesno-brasil-tic-kids-online-brasil-2017/'},{id:"B10",body:'Centro Regional de Estudos para o Desenvolvimento da Sociedade da Informação. Survey on the Use of Information and Communication Technologies in Brazilian Schools: ICT in Education. 2017. Available from: https://cetic.br/publicacao/pesquisa-sobre-o-uso-das-tecnologias-de-nformacao-e-comunicacao-nas-escolas-brasileiras-tic-educacao-2017/'},{id:"B11",body:'Levey S, Moonsamy S. Unserved and Underserved Populations: New Approaches to Inclusivity. New York: Peter Lang Publisher; 2021'},{id:"B12",body:'Fernandes FDM, Sun IYI, Rodrigues BF, Cabral CP, Tosetto C, Segeren L. Speech language therapy for children with ASD and their families during the Covid-19 pandemic: Considerations about professional training and service delivery on a majority country. Highlights on Medicine and Medical Research. 2021;4:32-38. DOI: 10.9734/bpi/hmmr/v4/7594D'},{id:"B13",body:'Greene-Moton E, Minkler M. Cultural competence or cultural humility? Moving beyond the debate. Health Promotion Practice. 2020;21(1):142-145. DOI: 10.1177/1524839919884912'},{id:"B14",body:'Hyter YD, Salas-Provance MB. Culturally Responsive Practices in Speech, Language, and Hearing Sciences. San Diego, California: Plural Publishing; 2018'},{id:"B15",body:'Leininger MM, McFarland MR. Culture Care Diversity and Universality: A Worldwide Nursing Theory. Burlington, Massachusetts, United States: Jones & Bartlett Learning; 2006'},{id:"B16",body:'Luquis RR, Pérez MA. Cultural Competence in Health Education and Health Promotion. Hoboken, New Jersey, United States: John Wiley & Sons; 2021'},{id:"B17",body:'Clauss-Ehlers CS, Sood AB, Weist MD. Introduction: An urgent call to understand the status of children and young people within a social justice paradigm. In: Clauss-Ehlers CS, Sood AB, Weist MD, editors. Social Justice for Children and Young People: International Perspectives. UK: Cambridge University Press; 2020. pp. 3-19'},{id:"B18",body:'Betancourt JR, Green AR, Carrillo JE, Ananeh-Firempong O. Defining cultural competence: A practical framework for addressing racial/ethnic disparities in health and health care. Public Health Reports. 2003;118(4):293-302. DOI: 10.1093/phr/118.4.293'},{id:"B19",body:'Chae D, Kim J, Kim S, Lee J, Park S. Effectiveness of cultural competence educational interventions on health professionals and patient outcomes: A systematic review. Japan Journal of Nursing Science. 2020;17(3):e12326. DOI: 10.1111/jjns.12326'}],footnotes:[],contributors:[{corresp:"yes",contributorFullName:"Fernanda Dreux M. Fernandes",address:"fernandadreux@usp.br",affiliation:'
Department of PT and OT, School of Medicine CSD, Universidade de Sao Paulo, Brazil
'},{corresp:null,contributorFullName:"Maria Vitoria do Amaral",address:null,affiliation:'
Department of PT and OT, School of Medicine CSD, Universidade de Sao Paulo, Brazil
'},{corresp:null,contributorFullName:"Cibelle La Higuera Amato",address:null,affiliation:'
Developmental Disorders Graduate Program, Mackenzie Presbiterian University, Brazil
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Our journals are currently in their launching issue. They will be applied to all relevant indexes as soon as they are eligible. These include (but are not limited to): Web of Science, Scopus, PubMed, MEDLINE, Database of Open Access Journals (DOAJ), Google Scholar and Inspec.
\n\n
IntechOpen books are indexed by the following abstracting and indexing services:
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BKCI is a part of Web of Science Core Collection (WoSCC) and the world’s leading citation index with multidisciplinary content from the top tier international and regional journals, conference proceedings, and books. The Book Citation Index includes over 104,500 editorially selected books, with 10,000 new books added each year. Containing more than 53.2 million cited references, coverage dates back from 2005 to present. The Book Citation Index is multidisciplinary, covering disciplines across the sciences, social sciences, and arts & humanities.
Produced by the Web Of Science group, BIOSIS Previews research database provides researchers with the most current sources of life sciences information, including journals, conferences, patents, books, review articles, and more. Researchers can also access multidisciplinary coverage via specialized indexing such as MeSH disease terms, CAS registry numbers, Sequence Databank Numbers and Major Concepts.
Produced by the Web Of Science group, Zoological Record is the world’s oldest continuing database of animal biology. It is considered the world’s leading taxonomic reference, and with coverage back to 1864, has long acted as the world’s unofficial register of animal names. The broad scope of coverage ranges from biodiversity and the environment to taxonomy and veterinary sciences.
Provides a simple way to search broadly for scholarly literature. Includes peer-reviewed papers, theses, books, abstracts and articles, from academic publishers, professsional societies, preprint repositories, universities and other scholarly organizations. Google Scholar sorts articles by weighing the full text of each article, the author, the publication in which the article appears, and how often the article has been cited in other scholarly literature, so that the most relevant results are returned on the first page.
Microsoft Academic is a project exploring how to assist human conducting scientific research by leveraging machine’s cognitive power in memory, computation, sensing, attention, and endurance. Re-launched in 2016, the tool features an entirely new data structure and search engine using semantic search technologies. The Academic Knowledge API offers information retrieval from the underlying database using REST endpoints for advanced research purposes.
The national library of the United Kingdom includes 150 million manuscripts, maps, newspapers, magazines, prints and drawings, music scores, and patents. Online catalogues, information and exhibitions can be found on its website. The library operates the world's largest document delivery service, providing millions of items a year to national and international customers.
The digital NSK portal is the central gathering place for the digital collections of the National and University Library (NSK) in Croatia. It was established in 2016 to provide access to the Library’s digital and digitized material collections regardless of storage location. The digital NSK portal enables a unified search of digitized material from the NSK Special Collections - books, visual material, maps and music material. From the end of 2019, all thematic portals are available independently: Digital Books, Digitized Manuscripts, Digitized Visual Materials, Digital Music Materials and Digitized Cartographic Materials (established in 2017). Currently available only in Croatian.
The official DOI (digital object identifier) link registration agency for scholarly and professional publications. Crossref operates a cross-publisher citation linking system that allows a researcher to click on a reference citation on one publisher’s platform and link directly to the cited content on another publisher’s platform, subject to the target publisher’s access control practices. This citation-linking network covers millions of articles and other content items from several hundred scholarly and professional publishers.
Dimensions is a next-generation linked research information system that makes it easier to find and access the most relevant information, analyze the academic and broader outcomes of research, and gather insights to inform future strategy. Dimensions delivers an array of search and discovery, analytical, and research management tools, all in a single platform. Developed in collaboration with over 100 leading research organizations around the world, it brings together over 128 million publications, grants, policy, data and metrics for the first time, enabling users to explore over 4 billion connections between them.
The primary aim of DOAB (Directory of Open Access Books) is to increase discoverability of Open Access books. Metadata will be harvestable in order to maximize dissemination, visibility and impact. Aggregators can integrate the records in their commercial services and libraries can integrate the directory into their online catalogues, helping scholars and students to discover the books.
OAPEN is dedicated to open access, peer-reviewed books. OAPEN operates two platforms, the OAPEN Library (www.oapen.org), a central repository for hosting and disseminating OA books, and the Directory of Open Access Books (DOAB, www.doabooks.org), a discovery service for OA books.
OpenAIRE aims at promoting and implementing the directives of the European Commission (EC) and the European Research Council on the promotion and funding of science and research. OpenAIRE supports the Open Access Mandate and the Open Research Data Pilot developed as part of the Horizon 2020 projects.
An integrated information service combining reference databases, subscription management, online journals, books and linking services. Widely used by libraries, schools, government institutions, medical institutions, corporations and others.
SFX® link resolver gives patrons and librarians a wealth of features that optimize management of and access to resources. It provides patrons with a direct route to electronic full-text records through OpenURL linking, delivers alternative links for further resource discovery, access to journals, and more. Released in 2001 as the first OpenURL resolver, SFX is continuously enhanced to support the newest industry developments and meet the evolving needs of customers. The records include a mix of scholarly material – primarily articles and e-books – but also conference proceedings, newspaper articles, and more.
A non-profit, membership, computer library service and research organization dedicated to the public purposes of furthering access to the world's information and reducing information costs. More than 41,555 libraries in 112 countries and territories around the world use OCLC services to locate, acquire, catalogue, lend and preserve library materials.
The world’s largest collection of open access research papers. CORE's mission is to aggregate all open access research outputs from repositories and journals worldwide and make them available to the public. In this way CORE facilitates free unrestricted access to research for all.
Since 2002, Research4Life has provided researchers at more than 10,500 institutions in over 125 lower and middle-income countries with free or low-cost online access to up 151,000 leading journals and books in the fields of health, agriculture, environment, applied sciences and legal information. There are five programs through which users can access content: Research for Health (Hinari), Research in Agriculture (AGORA), Research in the Environment (OARE), Research for Development and Innovation (ARDI) and Research for Global Justice (GOALI).
Perlego is a digital online library focusing on the delivery of academic, professional and non-fiction eBooks. It is a subscription-based service that offers users unlimited access to these texts for the duration of their subscription, however IntechOpen content integrated on the platform will always be available for free. They have been billed as “the Spotify for Textbooks” by the Evening Standard. Perlego is based in London but is available to users worldwide.
MyScienceWork provides a suite of data-driven solutions for research institutions, scientific publishers and private-sector R&D companies. MyScienceWork's comprehensive database includes more than 90 million scientific publications and 12 million patents.
CNKI (China National Knowledge Infrastructure) is a key national information construction project under the lead of Tsinghua University, and supported by PRC Ministry of Education, PRC Ministry of Science, Propaganda Department of the Communist Party of China and PRC General Administration of Press and Publication. CNKI has built a comprehensive China Integrated Knowledge Resources System, including journals, doctoral dissertations, masters' theses, proceedings, newspapers, yearbooks, statistical yearbooks, ebooks, patents, standards and so on. CNKI keeps integrating new contents and developing new products in 2 aspects: full-text academic resources, software on digitization and knowledge management. Began with academic journals, CNKI has become the largest and mostly-used academic online library in China.
As one of the largest digital content platform in China,independently developed by CNPIEC, CNPeReading positions herself as “One Platform,Vast Content, Global Services”. Through their new cooperation model and service philosophy, CNPeReading provides integrated promotion and marketing solutionsfor upstream publishers, one-stop, triune, recommendation, online reading and management servicesfor downstream institutions & libraries.
ERIC (Education Resources Information Center), sponsored by the Institute of Education Sciences (IES) of the U.S. Department of Education, provides access to education literature to support the use of educational research and information to improve practice in learning, teaching, educational decision-making, and research. The ERIC website is available to the public for searching more than one million citations going back to 1966.
The ACM Digital Library is a research, discovery and networking platform containing: The Full-Text Collection of all ACM publications, including journals, conference proceedings, technical magazines, newsletters and books. A collection of curated and hosted full-text publications from select publishers.
BASE (Bielefeld Academic Search Engine) is one of the world's most voluminous search sengines especially for academic web resources, e.g. journal articles, preprints, digital collections, images / videos or research data. BASE facilitates effective and targeted searches and retrieves high quality, academically relevant results. Other than search engines like Google or Bing BASE searches the deep web as well. The sources which are included in BASE are intellectually selected (by people from the BASE team) and reviewed. That's why data garbage and spam do not occur.
Zentralblatt MATH (zbMATH) is the world’s most comprehensive and longest-running abstracting and reviewing service in pure and applied mathematics. It is edited by the European Mathematical Society (EMS), the Heidelberg Academy of Sciences and Humanities and FIZ Karlsruhe. zbMATH provides easy access to bibliographic data, reviews and abstracts from all areas of pure mathematics as well as applications, in particular to natural sciences, computer science, economics and engineering. It also covers history and philosophy of mathematics and university education. All entries are classified according to the Mathematics Subject Classification Scheme (MSC 2020) and are equipped with keywords in order to characterize their particular content.
IDEAS is the largest bibliographic database dedicated to Economics and available freely on the Internet. Based on RePEc, it indexes over 3,100,000 items of research, including over 2,900,000 that can be downloaded in full text. RePEc (Research Papers in Economics) is a large volunteer effort to enhance the free dissemination of research in Economics which includes bibliographic metadata from over 2,000 participating archives, including all the major publishers and research outlets. IDEAS is just one of several services that use RePEc data.
As the authoritative source for chemical names, structures and CAS Registry Numbers®, the CAS substance collection, CAS REGISTRY®, serves as a universal standard for chemists worldwide. Covering advances in chemistry and related sciences over the last 150 years, the CAS content collection empowers researchers, business leaders, and information professionals around the world with immediate access to the reliable information they need to fuel innovation.
BKCI is a part of Web of Science Core Collection (WoSCC) and the world’s leading citation index with multidisciplinary content from the top tier international and regional journals, conference proceedings, and books. The Book Citation Index includes over 104,500 editorially selected books, with 10,000 new books added each year. Containing more than 53.2 million cited references, coverage dates back from 2005 to present. The Book Citation Index is multidisciplinary, covering disciplines across the sciences, social sciences, and arts & humanities.
Produced by the Web Of Science group, BIOSIS Previews research database provides researchers with the most current sources of life sciences information, including journals, conferences, patents, books, review articles, and more. Researchers can also access multidisciplinary coverage via specialized indexing such as MeSH disease terms, CAS registry numbers, Sequence Databank Numbers and Major Concepts.
Produced by the Web Of Science group, Zoological Record is the world’s oldest continuing database of animal biology. It is considered the world’s leading taxonomic reference, and with coverage back to 1864, has long acted as the world’s unofficial register of animal names. The broad scope of coverage ranges from biodiversity and the environment to taxonomy and veterinary sciences.
Provides a simple way to search broadly for scholarly literature. Includes peer-reviewed papers, theses, books, abstracts and articles, from academic publishers, professsional societies, preprint repositories, universities and other scholarly organizations. Google Scholar sorts articles by weighing the full text of each article, the author, the publication in which the article appears, and how often the article has been cited in other scholarly literature, so that the most relevant results are returned on the first page.
Microsoft Academic is a project exploring how to assist human conducting scientific research by leveraging machine’s cognitive power in memory, computation, sensing, attention, and endurance. Re-launched in 2016, the tool features an entirely new data structure and search engine using semantic search technologies. The Academic Knowledge API offers information retrieval from the underlying database using REST endpoints for advanced research purposes.
The national library of the United Kingdom includes 150 million manuscripts, maps, newspapers, magazines, prints and drawings, music scores, and patents. Online catalogues, information and exhibitions can be found on its website. The library operates the world's largest document delivery service, providing millions of items a year to national and international customers.
The digital NSK portal is the central gathering place for the digital collections of the National and University Library (NSK) in Croatia. It was established in 2016 to provide access to the Library’s digital and digitized material collections regardless of storage location. The digital NSK portal enables a unified search of digitized material from the NSK Special Collections - books, visual material, maps and music material. From the end of 2019, all thematic portals are available independently: Digital Books, Digitized Manuscripts, Digitized Visual Materials, Digital Music Materials and Digitized Cartographic Materials (established in 2017). Currently available only in Croatian.
The official DOI (digital object identifier) link registration agency for scholarly and professional publications. Crossref operates a cross-publisher citation linking system that allows a researcher to click on a reference citation on one publisher’s platform and link directly to the cited content on another publisher’s platform, subject to the target publisher’s access control practices. This citation-linking network covers millions of articles and other content items from several hundred scholarly and professional publishers.
Dimensions is a next-generation linked research information system that makes it easier to find and access the most relevant information, analyze the academic and broader outcomes of research, and gather insights to inform future strategy. Dimensions delivers an array of search and discovery, analytical, and research management tools, all in a single platform. Developed in collaboration with over 100 leading research organizations around the world, it brings together over 128 million publications, grants, policy, data and metrics for the first time, enabling users to explore over 4 billion connections between them.
The primary aim of DOAB (Directory of Open Access Books) is to increase discoverability of Open Access books. Metadata will be harvestable in order to maximize dissemination, visibility and impact. Aggregators can integrate the records in their commercial services and libraries can integrate the directory into their online catalogues, helping scholars and students to discover the books.
OAPEN is dedicated to open access, peer-reviewed books. OAPEN operates two platforms, the OAPEN Library (www.oapen.org), a central repository for hosting and disseminating OA books, and the Directory of Open Access Books (DOAB, www.doabooks.org), a discovery service for OA books.
OpenAIRE aims at promoting and implementing the directives of the European Commission (EC) and the European Research Council on the promotion and funding of science and research. OpenAIRE supports the Open Access Mandate and the Open Research Data Pilot developed as part of the Horizon 2020 projects.
An integrated information service combining reference databases, subscription management, online journals, books and linking services. Widely used by libraries, schools, government institutions, medical institutions, corporations and others.
SFX® link resolver gives patrons and librarians a wealth of features that optimize management of and access to resources. It provides patrons with a direct route to electronic full-text records through OpenURL linking, delivers alternative links for further resource discovery, access to journals, and more. Released in 2001 as the first OpenURL resolver, SFX is continuously enhanced to support the newest industry developments and meet the evolving needs of customers. The records include a mix of scholarly material – primarily articles and e-books – but also conference proceedings, newspaper articles, and more.
A non-profit, membership, computer library service and research organization dedicated to the public purposes of furthering access to the world's information and reducing information costs. More than 41,555 libraries in 112 countries and territories around the world use OCLC services to locate, acquire, catalogue, lend and preserve library materials.
The world’s largest collection of open access research papers. CORE's mission is to aggregate all open access research outputs from repositories and journals worldwide and make them available to the public. In this way CORE facilitates free unrestricted access to research for all.
Since 2002, Research4Life has provided researchers at more than 10,500 institutions in over 125 lower and middle-income countries with free or low-cost online access to up 151,000 leading journals and books in the fields of health, agriculture, environment, applied sciences and legal information. There are five programs through which users can access content: Research for Health (Hinari), Research in Agriculture (AGORA), Research in the Environment (OARE), Research for Development and Innovation (ARDI) and Research for Global Justice (GOALI).
Perlego is a digital online library focusing on the delivery of academic, professional and non-fiction eBooks. It is a subscription-based service that offers users unlimited access to these texts for the duration of their subscription, however IntechOpen content integrated on the platform will always be available for free. They have been billed as “the Spotify for Textbooks” by the Evening Standard. Perlego is based in London but is available to users worldwide.
MyScienceWork provides a suite of data-driven solutions for research institutions, scientific publishers and private-sector R&D companies. MyScienceWork's comprehensive database includes more than 90 million scientific publications and 12 million patents.
CNKI (China National Knowledge Infrastructure) is a key national information construction project under the lead of Tsinghua University, and supported by PRC Ministry of Education, PRC Ministry of Science, Propaganda Department of the Communist Party of China and PRC General Administration of Press and Publication. CNKI has built a comprehensive China Integrated Knowledge Resources System, including journals, doctoral dissertations, masters' theses, proceedings, newspapers, yearbooks, statistical yearbooks, ebooks, patents, standards and so on. CNKI keeps integrating new contents and developing new products in 2 aspects: full-text academic resources, software on digitization and knowledge management. Began with academic journals, CNKI has become the largest and mostly-used academic online library in China.
As one of the largest digital content platform in China,independently developed by CNPIEC, CNPeReading positions herself as “One Platform,Vast Content, Global Services”. Through their new cooperation model and service philosophy, CNPeReading provides integrated promotion and marketing solutionsfor upstream publishers, one-stop, triune, recommendation, online reading and management servicesfor downstream institutions & libraries.
ERIC (Education Resources Information Center), sponsored by the Institute of Education Sciences (IES) of the U.S. Department of Education, provides access to education literature to support the use of educational research and information to improve practice in learning, teaching, educational decision-making, and research. The ERIC website is available to the public for searching more than one million citations going back to 1966.
The ACM Digital Library is a research, discovery and networking platform containing: The Full-Text Collection of all ACM publications, including journals, conference proceedings, technical magazines, newsletters and books. A collection of curated and hosted full-text publications from select publishers.
BASE (Bielefeld Academic Search Engine) is one of the world's most voluminous search sengines especially for academic web resources, e.g. journal articles, preprints, digital collections, images / videos or research data. BASE facilitates effective and targeted searches and retrieves high quality, academically relevant results. Other than search engines like Google or Bing BASE searches the deep web as well. The sources which are included in BASE are intellectually selected (by people from the BASE team) and reviewed. That's why data garbage and spam do not occur.
Zentralblatt MATH (zbMATH) is the world’s most comprehensive and longest-running abstracting and reviewing service in pure and applied mathematics. It is edited by the European Mathematical Society (EMS), the Heidelberg Academy of Sciences and Humanities and FIZ Karlsruhe. zbMATH provides easy access to bibliographic data, reviews and abstracts from all areas of pure mathematics as well as applications, in particular to natural sciences, computer science, economics and engineering. It also covers history and philosophy of mathematics and university education. All entries are classified according to the Mathematics Subject Classification Scheme (MSC 2020) and are equipped with keywords in order to characterize their particular content.
IDEAS is the largest bibliographic database dedicated to Economics and available freely on the Internet. Based on RePEc, it indexes over 3,100,000 items of research, including over 2,900,000 that can be downloaded in full text. RePEc (Research Papers in Economics) is a large volunteer effort to enhance the free dissemination of research in Economics which includes bibliographic metadata from over 2,000 participating archives, including all the major publishers and research outlets. IDEAS is just one of several services that use RePEc data.
As the authoritative source for chemical names, structures and CAS Registry Numbers®, the CAS substance collection, CAS REGISTRY®, serves as a universal standard for chemists worldwide. Covering advances in chemistry and related sciences over the last 150 years, the CAS content collection empowers researchers, business leaders, and information professionals around the world with immediate access to the reliable information they need to fuel innovation.
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Experimentation is an application of treatments applied to experimental units and is then part of a scientific method based on the measurement of one or more responses. It is necessary to observe the process and the operation of the system well. For this reason, in order to obtain a final result, an experimenter must plan and design experiments and analyzes the results. One of the most commonly used experimental designs for optimization is the response surface methodology (RSM). Because it allows evaluating the effects of multiple factors and their interactions on one or more response variables it is a useful method. In this section, recent studies have been compiled which aim to extraction of plant material in high yield and quality and determine optimum conditions for this extraction process.",book:{id:"5856",slug:"statistical-approaches-with-emphasis-on-design-of-experiments-applied-to-chemical-processes",title:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes",fullTitle:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes"},signatures:"Alev Yüksel Aydar",authors:[{id:"218870",title:"Dr.",name:"Alev Yüksel",middleName:null,surname:"Aydar",slug:"alev-yuksel-aydar",fullName:"Alev Yüksel Aydar"}]},{id:"56460",doi:"10.5772/intechopen.69501",title:"Application of Taguchi-Based Design of Experiments for Industrial Chemical Processes",slug:"application-of-taguchi-based-design-of-experiments-for-industrial-chemical-processes",totalDownloads:3223,totalCrossrefCites:27,totalDimensionsCites:54,abstract:"Design of experiment is the method, which is used at a very large scale to study the experimentations of industrial processes. It is a statically approach where we develop the mathematical models through experimental trial runs to predict the possible output on the basis of the given input data or parameters. The aim of this chapter is to stimulate the engineering community to apply Taguchi technique to experimentation, the design of experiments, and to tackle quality problems in industrial chemical processes that they deal with. Based on years of research and applications, Dr. G. Taguchi has standardized the methods for each of these DOE application steps. Thus, DOE using Taguchi approach has become a much more attractive tool to practicing engineers and scientists. And since the last four decades, there were limitations when conventional experimental design techniques were applied to industrial experimentation. And Taguchi, also known as orthogonal array design, adds a new dimension to conventional experimental design. Taguchi method is a broadly accepted method of DOE, which has proven in producing high-quality products at subsequently low cost.",book:{id:"5856",slug:"statistical-approaches-with-emphasis-on-design-of-experiments-applied-to-chemical-processes",title:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes",fullTitle:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes"},signatures:"Rahul Davis and Pretesh John",authors:[{id:"199438",title:"Mr.",name:"Rahul",middleName:null,surname:"Davis",slug:"rahul-davis",fullName:"Rahul Davis"}]},{id:"14634",doi:"10.5772/15998",title:"The Application of FT-IR Spectroscopy in Waste Management",slug:"the-application-of-ft-ir-spectroscopy-in-waste-management",totalDownloads:6651,totalCrossrefCites:18,totalDimensionsCites:34,abstract:null,book:{id:"1574",slug:"fourier-transforms-new-analytical-approaches-and-ftir-strategies",title:"Fourier Transforms",fullTitle:"Fourier Transforms - New Analytical Approaches and FTIR Strategies"},signatures:"Ena Smidt, Katharina Böhm and Manfred Schwanninger",authors:[{id:"20376",title:"Dr.",name:"Katharina",middleName:null,surname:"Böhm",slug:"katharina-bohm",fullName:"Katharina Böhm"},{id:"22840",title:"Dr.",name:"Ena",middleName:null,surname:"Smidt",slug:"ena-smidt",fullName:"Ena Smidt"},{id:"22915",title:"Dr.",name:"Manfred",middleName:null,surname:"Schwanninger",slug:"manfred-schwanninger",fullName:"Manfred Schwanninger"}]},{id:"15157",doi:"10.5772/15959",title:"Fourier Transform Mass Spectrometry for the Molecular Level Characterization of Natural Organic Matter: Instrument Capabilities, Applications, and Limitations",slug:"fourier-transform-mass-spectrometry-for-the-molecular-level-characterization-of-natural-organic-matt",totalDownloads:4347,totalCrossrefCites:6,totalDimensionsCites:34,abstract:null,book:{id:"122",slug:"fourier-transforms-approach-to-scientific-principles",title:"Fourier Transforms",fullTitle:"Fourier Transforms - Approach to Scientific Principles"},signatures:"Rachel L. 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In this paper, the basic concepts of robust optimization are developed, the different types of robustness are defined in detail, the main areas in which it has been applied are described and finally, the future lines of research that appear in this area are included.",book:{id:"6587",slug:"nature-inspired-methods-for-stochastic-robust-and-dynamic-optimization",title:"Nature-inspired Methods for Stochastic, Robust and Dynamic Optimization",fullTitle:"Nature-inspired Methods for Stochastic, Robust and Dynamic Optimization"},signatures:"José García and Alvaro Peña",authors:[{id:"227809",title:"Ph.D.",name:"Jose",middleName:null,surname:"Garcia",slug:"jose-garcia",fullName:"Jose Garcia"},{id:"240407",title:"Dr.",name:"Alvaro",middleName:null,surname:"Peña",slug:"alvaro-pena",fullName:"Alvaro Peña"}]}],mostDownloadedChaptersLast30Days:[{id:"59209",title:"Utilization of Response Surface Methodology in Optimization of Extraction of Plant Materials",slug:"utilization-of-response-surface-methodology-in-optimization-of-extraction-of-plant-materials",totalDownloads:5469,totalCrossrefCites:64,totalDimensionsCites:97,abstract:"Experimental design plays an important role in several areas of science and industry. Experimentation is an application of treatments applied to experimental units and is then part of a scientific method based on the measurement of one or more responses. It is necessary to observe the process and the operation of the system well. For this reason, in order to obtain a final result, an experimenter must plan and design experiments and analyzes the results. One of the most commonly used experimental designs for optimization is the response surface methodology (RSM). Because it allows evaluating the effects of multiple factors and their interactions on one or more response variables it is a useful method. In this section, recent studies have been compiled which aim to extraction of plant material in high yield and quality and determine optimum conditions for this extraction process.",book:{id:"5856",slug:"statistical-approaches-with-emphasis-on-design-of-experiments-applied-to-chemical-processes",title:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes",fullTitle:"Statistical Approaches With Emphasis on Design of Experiments Applied to Chemical Processes"},signatures:"Alev Yüksel Aydar",authors:[{id:"218870",title:"Dr.",name:"Alev Yüksel",middleName:null,surname:"Aydar",slug:"alev-yuksel-aydar",fullName:"Alev Yüksel Aydar"}]},{id:"74096",title:"Time Frequency Analysis of Wavelet and Fourier Transform",slug:"time-frequency-analysis-of-wavelet-and-fourier-transform",totalDownloads:1283,totalCrossrefCites:6,totalDimensionsCites:8,abstract:"Signal processing has long been dominated by the Fourier transform. However, there is an alternate transform that has gained popularity recently and that is the wavelet transform. The wavelet transform has a long history starting in 1910 when Alfred Haar created it as an alternative to the Fourier transform. In 1940 Norman Ricker created the first continuous wavelet and proposed the term wavelet. Work in the field has proceeded in fits and starts across many different disciplines, until the 1990’s when the discrete wavelet transform was developed by Ingrid Daubechies. 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In all cases, cyclical ups and downs depend not only on internal system cyclical processes and their factors in countries but also on the consequences of intercountry interaction. The ability to measure and predict business cycles, taking into account their mutual influence, is a prerequisite for the development of an adequate business policy of countries and their associations.",book:{id:"6703",slug:"statistics-growing-data-sets-and-growing-demand-for-statistics",title:"Statistics",fullTitle:"Statistics - Growing Data Sets and Growing Demand for Statistics"},signatures:"Elena Zarova",authors:null},{id:"54366",title:"Solution of Differential Equations with Applications to Engineering Problems",slug:"solution-of-differential-equations-with-applications-to-engineering-problems",totalDownloads:6866,totalCrossrefCites:5,totalDimensionsCites:8,abstract:"Over the last hundred years, many techniques have been developed for the solution of ordinary differential equations and partial differential equations. While quite a major portion of the techniques is only useful for academic purposes, there are some which are important in the solution of real problems arising from science and engineering. In this chapter, only very limited techniques for solving ordinary differential and partial differential equations are discussed, as it is impossible to cover all the available techniques even in a book form. The readers are then suggested to pursue further studies on this issue if necessary. After that, the readers are introduced to two major numerical methods commonly used by the engineers for the solution of real engineering problems.",book:{id:"5513",slug:"dynamical-systems-analytical-and-computational-techniques",title:"Dynamical Systems",fullTitle:"Dynamical Systems - Analytical and Computational Techniques"},signatures:"Cheng Yung Ming",authors:[{id:"191017",title:"Dr.",name:"Cheng",middleName:null,surname:"Y.M.",slug:"cheng-y.m.",fullName:"Cheng Y.M."}]},{id:"56538",title:"Stochastic Resonance and Related Topics",slug:"stochastic-resonance-and-related-topics",totalDownloads:1718,totalCrossrefCites:1,totalDimensionsCites:1,abstract:"The stochastic resonance (SR) is the phenomenon which can emerge in nonlinear dynamic systems. In general, it is related with a bistable nonlinear system of Duffing type under additive excitation combining deterministic periodic force and Gaussian white noise. It manifests as a stable quasiperiodic interwell hopping between both stable states with a small random perturbation. Classical definition and basic features of SR are regarded. The most important methods of investigation outlined are: analytical, semi-analytical, and numerical procedures of governing physical systems or relevant Fokker-Planck equation. Stochastic simulation is mentioned and experimental way of results verification is recommended. Some areas in Engineering Dynamics related with SR are presented together with a particular demonstration observed in the aeroelastic stability. Interaction of stationary and quasiperiodic parts of the response is discussed. Some nonconventional definitions are outlined concerning alternative operators and driving processes are highlighted. The chapter shows a large potential of specific basic, applied and industrial research in SR. This strategy enables to formulate new ideas for both development of nonconventional measures for vibration damping and employment of SR in branches, where it represents an operating mode of the system itself. Weaknesses and empty areas where the research effort of SR should be oriented are indicated.",book:{id:"6128",slug:"resonance",title:"Resonance",fullTitle:"Resonance"},signatures:"Jiří Náprstek and Cyril Fischer",authors:[{id:"207472",title:"Dr.",name:"Jiri",middleName:null,surname:"Naprstek",slug:"jiri-naprstek",fullName:"Jiri Naprstek"},{id:"213311",title:"Dr.",name:"Cyril",middleName:null,surname:"Fischer",slug:"cyril-fischer",fullName:"Cyril Fischer"}]}],onlineFirstChaptersFilter:{topicId:"15",limit:6,offset:0},onlineFirstChaptersCollection:[{id:"83034",title:"Optimal N-of-1 Clinical Trials for Individualized Patient Care and Aggregated N-of-1 Designs",slug:"optimal-n-of-1-clinical-trials-for-individualized-patient-care-and-aggregated-n-of-1-designs",totalDownloads:2,totalDimensionsCites:0,doi:"10.5772/intechopen.106352",abstract:"Precision medicine typically refers to the use of genomic signatures of patients to assign more effective therapies to treat patients, or, for improved diagnosis of the early onset of a disease so that interventions can be delivered to prevent or delay the disease progression. Because the aim is to provide individualized patient treatment, such single-person trials are called N-of-1 trials. This chapter reviews fundamental ideas, models, and construction of optimal designs for N-of-1 trials, which are invariably constructed from crossover trials, where each patient receives a random sequence of trial treatments over time. We construct examples of universally optimal N-of-1 designs for comparing two treatments under various correlation structure assumptions and discuss how N-of-1 trials may be combined to form optimal aggregated N-of-1 trials for assessing average treatment effects for two or more treatments.",book:{id:"10678",title:"Biostatistics",coverURL:"https://cdn.intechopen.com/books/images_new/10678.jpg"},signatures:"Yin Li, Weng Kee Wong and Keumhee Chough Carriere"},{id:"83029",title:"Quasi Conformally Flat Quasi Einstein-Weyl Manifolds",slug:"quasi-conformally-flat-quasi-einstein-weyl-manifolds",totalDownloads:3,totalDimensionsCites:0,doi:"10.5772/intechopen.105683",abstract:"The aim of this work is to study on quasi conformally flat quasi Einstein-Weyl manifolds. In this book chapter, firstly, an interesting relationship between complementary vector field and generator of the quasi Einstein-Weyl manifold is obtained and supported by an example. Then, it is investigated that quasi conformally flat quasi Einstein-Weyl manifolds are of quasi constant curvature, recurrent and semi-symmetric under which conditions after obtaining the expression of the curvature tensor of the quasi conformally flat quasi Einstein-Weyl manifold. Furthermore, some equivalences are obtained between to be of quasi constant curvature and to be semi-symmetric in quasi conformally flat quasi Einstein-Weyl manifolds.",book:{id:"11502",title:"Manifolds - Recent Developments and Applications",coverURL:"https://cdn.intechopen.com/books/images_new/11502.jpg"},signatures:"Fusun Nurcan"},{id:"82970",title:"Probability to be Involved in a Road Accident: Transport User Socioeconomic Approach",slug:"probability-to-be-involved-in-a-road-accident-transport-user-socioeconomic-approach",totalDownloads:4,totalDimensionsCites:0,doi:"10.5772/intechopen.106325",abstract:"Road education is one of the most relevant issues focused to reduce traffic accidents, so it is important to analyze the driver’s behavior on the roads. International research has found evidence for a relationship between socioeconomic characteristics and traffic accidents. In this sense, the chapter shows a methodology to estimate the probability to be involved in a road accident, considering the road education and the socioeconomic characteristics of the population of a specific region, taking the Santiago de Querétaro city (in México) as a study case. Through a logit model estimation and a survey applied to pedestrian, cyclist, motorcyclist, car driver, and freight driver allow us to determine which socioeconomic variables and road education are significant to determine the probability of being involved in a road accident.",book:{id:"12021",title:"Applied Probability Theory - New Perspectives, Recent Advances and Trends",coverURL:"https://cdn.intechopen.com/books/images_new/12021.jpg"},signatures:"Saúl Antonio, Obregón Biosca, José Luis Reyes Araiza and Miguel Angel Pérez Lara y Hernández"},{id:"82947",title:"Some Tauberian Theorems under Triple Statistically Nörlund-Cesáro Summability Method",slug:"some-tauberian-theorems-under-triple-statistically-n-rlund-ces-ro-summability-method",totalDownloads:2,totalDimensionsCites:0,doi:"10.5772/intechopen.106141",abstract:"In this paper, we extend the notion presented by Braha (2020) in a higher dimension, we introduce the notion of Np,qn,m,gCn,m,g1,1,1-statistically convergence and show necessity and sufficiency conditions under which the existence of the limit st-limn,m,g→∞xn,m,g=L follows from that st-limn,m,g→∞Np,qn,m,gCn,m,g1,1,1=L. These conditions are one-sided or two-sided if xn,m,g is a sequence of real or complex numbers, respectively.",book:{id:"11503",title:"Functional Calculus - Recent Advances and Development",coverURL:"https://cdn.intechopen.com/books/images_new/11503.jpg"},signatures:"Carlos Granados"},{id:"82847",title:"A Chaos Auto-Associative Model with Chebyshev Activation Function",slug:"a-chaos-auto-associative-model-with-chebyshev-activation-function",totalDownloads:5,totalDimensionsCites:0,doi:"10.5772/intechopen.106147",abstract:"In this work, we shall put forward a novel chaos memory retrieval model with a Chebyshev-type activation function as an artificial chaos neuron. According to certain numerical analyses of the present association model with autocorrelation connection matrix between neurons, the dependence of memory retrieval properties on the initial Hamming distance between the input pattern and a target pattern to be retrieved among the embedded patterns will be presented to examine the retrieval abilities, i.e. the memory capacity of the associative memory.",book:{id:"12019",title:"Chaos Theory - Recent Advances, New Perspectives and Applications",coverURL:"https://cdn.intechopen.com/books/images_new/12019.jpg"},signatures:"Masahiro Nakagawa"},{id:"82826",title:"A Brief Look at the Calderón and Hilbert Operators",slug:"a-brief-look-at-the-calder-n-and-hilbert-operators",totalDownloads:2,totalDimensionsCites:0,doi:"10.5772/intechopen.106027",abstract:"The Calderón operator is the sum of the Hardy averaging operator and its adjoint, and plays an important role in the theory of real interpolation. On the other hand, the Hilbert operator arises from the continuous version of Hilbert’s inequality. Both operators appear in different contexts and have numerous applications within harmonic analysis. In this chapter we will briefly review the Calderón and Hilbert operators, showing some of the most relevant results within functional analysis and finally we will present recent results on these operators within Fourier analysis.",book:{id:"11503",title:"Functional Calculus - Recent Advances and Development",coverURL:"https://cdn.intechopen.com/books/images_new/11503.jpg"},signatures:"Guillermo J. 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He has both an MS and Ph.D. in Biomedical Engineering. He was previously a research scientist at the University of California Los Angeles (UCLA) and visiting professor and researcher at the University of North Dakota. He is currently working in artificial intelligence and its applications in medical signal processing. In addition, he is using digital signal processing in medical imaging and speech processing. Dr. Asadpour has developed brain-computer interfacing algorithms and has published books, book chapters, and several journal and conference papers in this field and other areas of intelligent signal processing. He has also designed medical devices, including a laser Doppler monitoring system.",institutionString:"Kaiser Permanente Southern California",institution:null},{id:"169608",title:"Prof.",name:"Marian",middleName:null,surname:"Găiceanu",slug:"marian-gaiceanu",fullName:"Marian Găiceanu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/169608/images/system/169608.png",biography:"Prof. Dr. Marian Gaiceanu graduated from the Naval and Electrical Engineering Faculty, Dunarea de Jos University of Galati, Romania, in 1997. He received a Ph.D. (Magna Cum Laude) in Electrical Engineering in 2002. Since 2017, Dr. Gaiceanu has been a Ph.D. supervisor for students in Electrical Engineering. He has been employed at Dunarea de Jos University of Galati since 1996, where he is currently a professor. Dr. Gaiceanu is a member of the National Council for Attesting Titles, Diplomas and Certificates, an expert of the Executive Agency for Higher Education, Research Funding, and a member of the Senate of the Dunarea de Jos University of Galati. He has been the head of the Integrated Energy Conversion Systems and Advanced Control of Complex Processes Research Center, Romania, since 2016. He has conducted several projects in power converter systems for electrical drives, power quality, PEM and SOFC fuel cell power converters for utilities, electric vehicles, and marine applications with the Department of Regulation and Control, SIEI S.pA. (2002–2004) and the Polytechnic University of Turin, Italy (2002–2004, 2006–2007). He is a member of the Institute of Electrical and Electronics Engineers (IEEE) and cofounder-member of the IEEE Power Electronics Romanian Chapter. He is a guest editor at Energies and an academic book editor for IntechOpen. He is also a member of the editorial boards of the Journal of Electrical Engineering, Electronics, Control and Computer Science and Sustainability. Dr. Gaiceanu has been General Chairman of the IEEE International Symposium on Electrical and Electronics Engineering in the last six editions.",institutionString:'"Dunarea de Jos" University of Galati',institution:{name:'"Dunarea de Jos" University of Galati',country:{name:"Romania"}}},{id:"4519",title:"Prof.",name:"Jaydip",middleName:null,surname:"Sen",slug:"jaydip-sen",fullName:"Jaydip Sen",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/4519/images/system/4519.jpeg",biography:"Jaydip Sen is associated with Praxis Business School, Kolkata, India, as a professor in the Department of Data Science. His research areas include security and privacy issues in computing and communication, intrusion detection systems, machine learning, deep learning, and artificial intelligence in the financial domain. He has more than 200 publications in reputed international journals, refereed conference proceedings, and 20 book chapters in books published by internationally renowned publishing houses, such as Springer, CRC press, IGI Global, etc. Currently, he is serving on the editorial board of the prestigious journal Frontiers in Communications and Networks and in the technical program committees of a number of high-ranked international conferences organized by the IEEE, USA, and the ACM, USA. He has been listed among the top 2% of scientists in the world for the last three consecutive years, 2019 to 2021 as per studies conducted by the Stanford University, USA.",institutionString:"Praxis Business School",institution:null},{id:"320071",title:"Dr.",name:"Sidra",middleName:null,surname:"Mehtab",slug:"sidra-mehtab",fullName:"Sidra Mehtab",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0033Y00002v6KHoQAM/Profile_Picture_1584512086360",biography:"Sidra Mehtab has completed her BS with honors in Physics from Calcutta University, India in 2018. She has done MS in Data Science and Analytics from Maulana Abul Kalam Azad University of Technology (MAKAUT), Kolkata, India in 2020. Her research areas include Econometrics, Time Series Analysis, Machine Learning, Deep Learning, Artificial Intelligence, and Computer and Network Security with a particular focus on Cyber Security Analytics. Ms. Mehtab has published seven papers in international conferences and one of her papers has been accepted for publication in a reputable international journal. She has won the best paper awards in two prestigious international conferences – BAICONF 2019, and ICADCML 2021, organized in the Indian Institute of Management, Bangalore, India in December 2019, and SOA University, Bhubaneswar, India in January 2021. Besides, Ms. Mehtab has also published two book chapters in two books. Seven of her book chapters will be published in a volume shortly in 2021 by Cambridge Scholars’ Press, UK. Currently, she is working as the joint editor of two edited volumes on Time Series Analysis and Forecasting to be published in the first half of 2021 by an international house. Currently, she is working as a Data Scientist with an MNC in Delhi, India.",institutionString:"NSHM College of Management and Technology",institution:{name:"Association for Computing Machinery",country:{name:"United States of America"}}},{id:"226240",title:"Dr.",name:"Andri Irfan",middleName:null,surname:"Rifai",slug:"andri-irfan-rifai",fullName:"Andri Irfan Rifai",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/226240/images/7412_n.jpg",biography:"Andri IRFAN is a Senior Lecturer of Civil Engineering and Planning. He completed the PhD at the Universitas Indonesia & Universidade do Minho with Sandwich Program Scholarship from the Directorate General of Higher Education and LPDP scholarship. He has been teaching for more than 19 years and much active to applied his knowledge in the project construction in Indonesia. His research interest ranges from pavement management system to advanced data mining techniques for transportation engineering. He has published more than 50 papers in journals and 2 books.",institutionString:null,institution:{name:"Universitas Internasional Batam",country:{name:"Indonesia"}}},{id:"314576",title:"Dr.",name:"Ibai",middleName:null,surname:"Laña",slug:"ibai-lana",fullName:"Ibai Laña",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/314576/images/system/314576.jpg",biography:"Dr. Ibai Laña works at TECNALIA as a data analyst. He received his Ph.D. in Artificial Intelligence from the University of the Basque Country (UPV/EHU), Spain, in 2018. He is currently a senior researcher at TECNALIA. His research interests fall within the intersection of intelligent transportation systems, machine learning, traffic data analysis, and data science. He has dealt with urban traffic forecasting problems, applying machine learning models and evolutionary algorithms. He has experience in origin-destination matrix estimation or point of interest and trajectory detection. Working with large volumes of data has given him a good command of big data processing tools and NoSQL databases. He has also been a visiting scholar at the Knowledge Engineering and Discovery Research Institute, Auckland University of Technology.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"314575",title:"Dr.",name:"Jesus",middleName:null,surname:"L. Lobo",slug:"jesus-l.-lobo",fullName:"Jesus L. Lobo",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/314575/images/system/314575.png",biography:"Dr. Jesús López is currently based in Bilbao (Spain) working at TECNALIA as Artificial Intelligence Research Scientist. In most cases, a project idea or a new research line needs to be investigated to see if it is good enough to take into production or to focus on it. That is exactly what he does, diving into Machine Learning algorithms and technologies to help TECNALIA to decide whether something is great in theory or will actually impact on the product or processes of its projects. So, he is expert at framing experiments, developing hypotheses, and proving whether they’re true or not, in order to investigate fundamental problems with a longer time horizon. He is also able to design and develop PoCs and system prototypes in simulation. He has participated in several national and internacional R&D projects.\n\nAs another relevant part of his everyday research work, he usually publishes his findings in reputed scientific refereed journals and international conferences, occasionally acting as reviewer and Programme Commitee member. Concretely, since 2018 he has published 9 JCR (8 Q1) journal papers, 9 conference papers (e.g. ECML PKDD 2021), and he has co-edited a book. He is also active in popular science writing data science stories for reputed blogs (KDNuggets, TowardsDataScience, Naukas). Besides, he has recently embarked on mentoring programmes as mentor, and has also worked as data science trainer.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"103779",title:"Prof.",name:"Yalcin",middleName:null,surname:"Isler",slug:"yalcin-isler",fullName:"Yalcin Isler",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRyQ8QAK/Profile_Picture_1628834958734",biography:"Yalcin Isler (1971 - Burdur / Turkey) received the B.Sc. degree in the Department of Electrical and Electronics Engineering from Anadolu University, Eskisehir, Turkey, in 1993, the M.Sc. degree from the Department of Electronics and Communication Engineering, Suleyman Demirel University, Isparta, Turkey, in 1996, the Ph.D. degree from the Department of Electrical and Electronics Engineering, Dokuz Eylul University, Izmir, Turkey, in 2009, and the Competence of Associate Professorship from the Turkish Interuniversity Council in 2019.\n\nHe was Lecturer at Burdur Vocational School in Suleyman Demirel University (1993-2000, Burdur / Turkey), Software Engineer (2000-2002, Izmir / Turkey), Research Assistant in Bulent Ecevit University (2002-2003, Zonguldak / Turkey), Research Assistant in Dokuz Eylul University (2003-2010, Izmir / Turkey), Assistant Professor at the Department of Electrical and Electronics Engineering in Bulent Ecevit University (2010-2012, Zonguldak / Turkey), Assistant Professor at the Department of Biomedical Engineering in Izmir Katip Celebi University (2012-2019, Izmir / Turkey). He is an Associate Professor at the Department of Biomedical Engineering at Izmir Katip Celebi University, Izmir / Turkey, since 2019. In addition to academics, he has also founded Islerya Medical and Information Technologies Company, Izmir / Turkey, since 2017.\n\nHis main research interests cover biomedical signal processing, pattern recognition, medical device design, programming, and embedded systems. He has many scientific papers and participated in several projects in these study fields. He was an IEEE Student Member (2009-2011) and IEEE Member (2011-2014) and has been IEEE Senior Member since 2014.",institutionString:null,institution:{name:"Izmir Kâtip Çelebi University",country:{name:"Turkey"}}},{id:"339677",title:"Dr.",name:"Mrinmoy",middleName:null,surname:"Roy",slug:"mrinmoy-roy",fullName:"Mrinmoy Roy",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/339677/images/16768_n.jpg",biography:"An accomplished Sales & Marketing professional with 12 years of cross-functional experience in well-known organisations such as CIPLA, LUPIN, GLENMARK, ASTRAZENECA across different segment of Sales & Marketing, International Business, Institutional Business, Product Management, Strategic Marketing of HIV, Oncology, Derma, Respiratory, Anti-Diabetic, Nutraceutical & Stomatological Product Portfolio and Generic as well as Chronic Critical Care Portfolio. A First Class MBA in International Business & Strategic Marketing, B.Pharm, D.Pharm, Google Certified Digital Marketing Professional. Qualified PhD Candidate in Operations and Management with special focus on Artificial Intelligence and Machine Learning adoption, analysis and use in Healthcare, Hospital & Pharma Domain. Seasoned with diverse therapy area of Pharmaceutical Sales & Marketing ranging from generating revenue through generating prescriptions, launching new products, and making them big brands with continuous strategy execution at the Physician and Patients level. Moved from Sales to Marketing and Business Development for 3.5 years in South East Asian Market operating from Manila, Philippines. Came back to India and handled and developed Brands such as Gluconorm, Lupisulin, Supracal, Absolut Woman, Hemozink, Fabiflu (For COVID 19), and many more. In my previous assignment I used to develop and execute strategies on Sales & Marketing, Commercialization & Business Development for Institution and Corporate Hospital Business portfolio of Oncology Therapy Area for AstraZeneca Pharma India Ltd. Being a Research Scholar and Student of ‘Operations Research & Management: Artificial Intelligence’ I published several pioneer research papers and book chapters on the same in Internationally reputed journals and Books indexed in Scopus, Springer and Ei Compendex, Google Scholar etc. Currently, I am launching PGDM Pharmaceutical Management Program in IIHMR Bangalore and spearheading the course curriculum and structure of the same. I am interested in Collaboration for Healthcare Innovation, Pharma AI Innovation, Future trend in Marketing and Management with incubation on Healthcare, Healthcare IT startups, AI-ML Modelling and Healthcare Algorithm based training module development. I am also an affiliated member of the Institute of Management Consultant of India, looking forward to Healthcare, Healthcare IT and Innovation, Pharma and Hospital Management Consulting works.",institutionString:null,institution:{name:"Lovely Professional University",country:{name:"India"}}},{id:"310576",title:"Prof.",name:"Erick Giovani",middleName:null,surname:"Sperandio Nascimento",slug:"erick-giovani-sperandio-nascimento",fullName:"Erick Giovani Sperandio Nascimento",position:null,profilePictureURL:"https://intech-files.s3.amazonaws.com/0033Y00002pDKxDQAW/ProfilePicture%202022-06-20%2019%3A57%3A24.788",biography:"Prof. Erick Sperandio is the Lead Researcher and professor of Artificial Intelligence (AI) at SENAI CIMATEC, Bahia, Brazil, also working with Computational Modeling (CM) and HPC. He holds a PhD in Environmental Engineering in the area of Atmospheric Computational Modeling, a Master in Informatics in the field of Computational Intelligence and Graduated in Computer Science from UFES. He currently coordinates, leads and participates in R&D projects in the areas of AI, computational modeling and supercomputing applied to different areas such as Oil and Gas, Health, Advanced Manufacturing, Renewable Energies and Atmospheric Sciences, advising undergraduate, master's and doctoral students. He is the Lead Researcher at SENAI CIMATEC's Reference Center on Artificial Intelligence. In addition, he is a Certified Instructor and University Ambassador of the NVIDIA Deep Learning Institute (DLI) in the areas of Deep Learning, Computer Vision, Natural Language Processing and Recommender Systems, and Principal Investigator of the NVIDIA/CIMATEC AI Joint Lab, the first in Latin America within the NVIDIA AI Technology Center (NVAITC) worldwide program. He also works as a researcher at the Supercomputing Center for Industrial Innovation (CS2i) and at the SENAI Institute of Innovation for Automation (ISI Automação), both from SENAI CIMATEC. He is a member and vice-coordinator of the Basic Board of Scientific-Technological Advice and Evaluation, in the area of Innovation, of the Foundation for Research Support of the State of Bahia (FAPESB). He serves as Technology Transfer Coordinator and one of the Principal Investigators at the National Applied Research Center in Artificial Intelligence (CPA-IA) of SENAI CIMATEC, focusing on Industry, being one of the six CPA-IA in Brazil approved by MCTI / FAPESP / CGI.br. He also participates as one of the representatives of Brazil in the BRICS Innovation Collaboration Working Group on HPC, ICT and AI. He is the coordinator of the Work Group of the Axis 5 - Workforce and Training - of the Brazilian Strategy for Artificial Intelligence (EBIA), and member of the MCTI/EMBRAPII AI Innovation Network Training Committee. He is the coordinator, by SENAI CIMATEC, of the Artificial Intelligence Reference Network of the State of Bahia (REDE BAH.IA). He leads the working group of experts representing Brazil in the Global Partnership on Artificial Intelligence (GPAI), on the theme \"AI and the Pandemic Response\".",institutionString:"Manufacturing and Technology Integrated Campus – SENAI CIMATEC",institution:null},{id:"1063",title:"Prof.",name:"Constantin",middleName:null,surname:"Volosencu",slug:"constantin-volosencu",fullName:"Constantin Volosencu",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/1063/images/system/1063.png",biography:"Prof. Dr. Constantin Voloşencu graduated as an engineer from\nPolitehnica University of Timișoara, Romania, where he also\nobtained a doctorate degree. He is currently a full professor in\nthe Department of Automation and Applied Informatics at the\nsame university. Dr. Voloşencu is the author of ten books, seven\nbook chapters, and more than 160 papers published in journals\nand conference proceedings. He has also edited twelve books and\nhas twenty-seven patents to his name. He is a manager of research grants, editor in\nchief and member of international journal editorial boards, a former plenary speaker, a member of scientific committees, and chair at international conferences. His\nresearch is in the fields of control systems, control of electric drives, fuzzy control\nsystems, neural network applications, fault detection and diagnosis, sensor network\napplications, monitoring of distributed parameter systems, and power ultrasound\napplications. He has developed automation equipment for machine tools, spooling\nmachines, high-power ultrasound processes, and more.",institutionString:'"Politechnica" University Timişoara',institution:null},{id:"221364",title:"Dr.",name:"Eneko",middleName:null,surname:"Osaba",slug:"eneko-osaba",fullName:"Eneko Osaba",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/221364/images/system/221364.jpg",biography:"Dr. Eneko Osaba works at TECNALIA as a senior researcher. He obtained his Ph.D. in Artificial Intelligence in 2015. He has participated in more than twenty-five local and European research projects, and in the publication of more than 130 papers. He has performed several stays at universities in the United Kingdom, Italy, and Malta. Dr. Osaba has served as a program committee member in more than forty international conferences and participated in organizing activities in more than ten international conferences. He is a member of the editorial board of the International Journal of Artificial Intelligence, Data in Brief, and Journal of Advanced Transportation. He is also a guest editor for the Journal of Computational Science, Neurocomputing, Swarm, and Evolutionary Computation and IEEE ITS Magazine.",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"275829",title:"Dr.",name:"Esther",middleName:null,surname:"Villar-Rodriguez",slug:"esther-villar-rodriguez",fullName:"Esther Villar-Rodriguez",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/275829/images/system/275829.jpg",biography:"Dr. Esther Villar obtained a Ph.D. in Information and Communication Technologies from the University of Alcalá, Spain, in 2015. She obtained a degree in Computer Science from the University of Deusto, Spain, in 2010, and an MSc in Computer Languages and Systems from the National University of Distance Education, Spain, in 2012. Her areas of interest and knowledge include natural language processing (NLP), detection of impersonation in social networks, semantic web, and machine learning. Dr. Esther Villar made several contributions at conferences and publishing in various journals in those fields. Currently, she is working within the OPTIMA (Optimization Modeling & Analytics) business of TECNALIA’s ICT Division as a data scientist in projects related to the prediction and optimization of management and industrial processes (resource planning, energy efficiency, etc).",institutionString:"TECNALIA Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"49813",title:"Dr.",name:"Javier",middleName:null,surname:"Del Ser",slug:"javier-del-ser",fullName:"Javier Del Ser",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/49813/images/system/49813.png",biography:"Prof. Dr. Javier Del Ser received his first PhD in Telecommunication Engineering (Cum Laude) from the University of Navarra, Spain, in 2006, and a second PhD in Computational Intelligence (Summa Cum Laude) from the University of Alcala, Spain, in 2013. He is currently a principal researcher in data analytics and optimisation at TECNALIA (Spain), a visiting fellow at the Basque Center for Applied Mathematics (BCAM) and a part-time lecturer at the University of the Basque Country (UPV/EHU). His research interests gravitate on the use of descriptive, prescriptive and predictive algorithms for data mining and optimization in a diverse range of application fields such as Energy, Transport, Telecommunications, Health and Industry, among others. In these fields he has published more than 240 articles, co-supervised 8 Ph.D. theses, edited 6 books, coauthored 7 patents and participated/led more than 40 research projects. He is a Senior Member of the IEEE, and a recipient of the Biscay Talent prize for his academic career.",institutionString:"Tecnalia Research & Innovation",institution:{name:"Tecnalia",country:{name:"Spain"}}},{id:"278948",title:"Dr.",name:"Carlos Pedro",middleName:null,surname:"Gonçalves",slug:"carlos-pedro-goncalves",fullName:"Carlos Pedro Gonçalves",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRcmyQAC/Profile_Picture_1564224512145",biography:'Carlos Pedro Gonçalves (PhD) is an Associate Professor at Lusophone University of Humanities and Technologies and a researcher on Complexity Sciences, Quantum Technologies, Artificial Intelligence, Strategic Studies, Studies in Intelligence and Security, FinTech and Financial Risk Modeling. He is also a progammer with programming experience in:\n\nA) Quantum Computing using Qiskit Python module and IBM Quantum Experience Platform, with software developed on the simulation of Quantum Artificial Neural Networks and Quantum Cybersecurity;\n\nB) Artificial Intelligence and Machine learning programming in Python;\n\nC) Artificial Intelligence, Multiagent Systems Modeling and System Dynamics Modeling in Netlogo, with models developed in the areas of Chaos Theory, Econophysics, Artificial Intelligence, Classical and Quantum Complex Systems Science, with the Econophysics models having been cited worldwide and incorporated in PhD programs by different Universities.\n\nReceived an Arctic Code Vault Contributor status by GitHub, due to having developed open source software preserved in the \\"Arctic Code Vault\\" for future generations (https://archiveprogram.github.com/arctic-vault/), with the Strategy Analyzer A.I. module for decision making support (based on his PhD thesis, used in his Classes on Decision Making and in Strategic Intelligence Consulting Activities) and QNeural Python Quantum Neural Network simulator also preserved in the \\"Arctic Code Vault\\", for access to these software modules see: https://github.com/cpgoncalves. He is also a peer reviewer with outsanding review status from Elsevier journals, including Physica A, Neurocomputing and Engineering Applications of Artificial Intelligence. Science CV available at: https://www.cienciavitae.pt//pt/8E1C-A8B3-78C5 and ORCID: https://orcid.org/0000-0002-0298-3974',institutionString:"University of Lisbon",institution:{name:"Universidade Lusófona",country:{name:"Portugal"}}},{id:"241400",title:"Prof.",name:"Mohammed",middleName:null,surname:"Bsiss",slug:"mohammed-bsiss",fullName:"Mohammed Bsiss",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/241400/images/8062_n.jpg",biography:null,institutionString:null,institution:null},{id:"276128",title:"Dr.",name:"Hira",middleName:null,surname:"Fatima",slug:"hira-fatima",fullName:"Hira Fatima",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/276128/images/14420_n.jpg",biography:"Dr. Hira Fatima\nAssistant Professor\nDepartment of Mathematics\nInstitute of Applied Science\nMangalayatan University, Aligarh\nMobile: no : 8532041179\nhirafatima2014@gmal.com\n\nDr. Hira Fatima has received his Ph.D. degree in pure Mathematics from Aligarh Muslim University, Aligarh India. Currently working as an Assistant Professor in the Department of Mathematics, Institute of Applied Science, Mangalayatan University, Aligarh. She taught so many courses of Mathematics of UG and PG level. Her research Area of Expertise is Functional Analysis & Sequence Spaces. She has been working on Ideal Convergence of double sequence. She has published 17 research papers in National and International Journals including Cogent Mathematics, Filomat, Journal of Intelligent and Fuzzy Systems, Advances in Difference Equations, Journal of Mathematical Analysis, Journal of Mathematical & Computer Science etc. She has also reviewed few research papers for the and international journals. She is a member of Indian Mathematical Society.",institutionString:null,institution:null},{id:"414880",title:"Dr.",name:"Maryam",middleName:null,surname:"Vatankhah",slug:"maryam-vatankhah",fullName:"Maryam Vatankhah",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Borough of Manhattan Community College",country:{name:"United States of America"}}},{id:"414879",title:"Prof.",name:"Mohammad-Reza",middleName:null,surname:"Akbarzadeh-Totonchi",slug:"mohammad-reza-akbarzadeh-totonchi",fullName:"Mohammad-Reza Akbarzadeh-Totonchi",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Ferdowsi University of Mashhad",country:{name:"Iran"}}},{id:"414878",title:"Prof.",name:"Reza",middleName:null,surname:"Fazel-Rezai",slug:"reza-fazel-rezai",fullName:"Reza Fazel-Rezai",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"American Public University System",country:{name:"United States of America"}}},{id:"426586",title:"Dr.",name:"Oladunni A.",middleName:null,surname:"Daramola",slug:"oladunni-a.-daramola",fullName:"Oladunni A. Daramola",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Federal University of Technology",country:{name:"Nigeria"}}},{id:"357014",title:"Prof.",name:"Leon",middleName:null,surname:"Bobrowski",slug:"leon-bobrowski",fullName:"Leon Bobrowski",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Bialystok University of Technology",country:{name:"Poland"}}},{id:"302698",title:"Dr.",name:"Yao",middleName:null,surname:"Shan",slug:"yao-shan",fullName:"Yao Shan",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Dalian University of Technology",country:{name:"China"}}},{id:"354126",title:"Dr.",name:"Setiawan",middleName:null,surname:"Hadi",slug:"setiawan-hadi",fullName:"Setiawan Hadi",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Padjadjaran University",country:{name:"Indonesia"}}},{id:"125911",title:"Prof.",name:"Jia-Ching",middleName:null,surname:"Wang",slug:"jia-ching-wang",fullName:"Jia-Ching Wang",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"National Central University",country:{name:"Taiwan"}}},{id:"332603",title:"Prof.",name:"Kumar S.",middleName:null,surname:"Ray",slug:"kumar-s.-ray",fullName:"Kumar S. 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The area covers many techniques that offer solutions to emerging problems in robotics and enterprise-level software systems. Collaborative intelligence is highly and effectively achieved with multi-agent systems. Areas of application include swarms of robots, flocks of UAVs, collaborative software management. Given the level of technological enhancements, the popularity of machine learning in use has opened a new chapter in multi-agent studies alongside the practical challenges and long-lasting collaboration issues in the field. It has increased the urgency and the need for further studies in this field. We welcome chapters presenting research on the many applications of multi-agent studies including, but not limited to, the following key areas: machine learning for multi-agent systems; modeling swarms robots and flocks of UAVs with multi-agent systems; decision science and multi-agent systems; software engineering for and with multi-agent systems; tools and technologies of multi-agent systems.",coverUrl:"https://cdn.intechopen.com/series_topics/covers/27.jpg",hasOnlineFirst:!0,hasPublishedBooks:!1,annualVolume:11423,editor:{id:"148497",title:"Dr.",name:"Mehmet",middleName:"Emin",surname:"Aydin",slug:"mehmet-aydin",fullName:"Mehmet Aydin",profilePictureURL:"https://mts.intechopen.com/storage/users/148497/images/system/148497.jpg",biography:"Dr. Mehmet Emin Aydin is a Senior Lecturer with the Department of Computer Science and Creative Technology, the University of the West of England, Bristol, UK. His research interests include swarm intelligence, parallel and distributed metaheuristics, machine learning, intelligent agents and multi-agent systems, resource planning, scheduling and optimization, combinatorial optimization. Dr. Aydin is currently a Fellow of Higher Education Academy, UK, a member of EPSRC College, a senior member of IEEE and a senior member of ACM. In addition to being a member of advisory committees of many international conferences, he is an Editorial Board Member of various peer-reviewed international journals. 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