Parameter definition for equations.
\r\n\tFurthermore, during the preparation of high-quality dairy products, several physical, chemical, enzymatic, and microbial transformations take place. We will consciously focus on this interaction of different constituents of milk under different processing conditions for the development of the products.
",isbn:"978-1-83768-093-1",printIsbn:"978-1-83768-092-4",pdfIsbn:"978-1-83768-094-8",doi:null,price:0,priceEur:0,priceUsd:0,slug:null,numberOfPages:0,isOpenForSubmission:!0,isSalesforceBook:!1,isNomenclature:!1,hash:"420e687768b56ca7b3238d77f63f1302",bookSignature:"Prof. Salam Ibrahim",publishedDate:null,coverURL:"https://cdn.intechopen.com/books/images_new/12173.jpg",keywords:"Protein, Fat, Lactose, Carbohydrates, Milk Processing, Milk Products, Milk Constituents, Acid Coagulated, Enzyme Treated, Heat Treated, Dairy Products, Protocols of Manufacturing",numberOfDownloads:null,numberOfWosCitations:0,numberOfCrossrefCitations:null,numberOfDimensionsCitations:null,numberOfTotalCitations:null,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"May 18th 2022",dateEndSecondStepPublish:"July 19th 2022",dateEndThirdStepPublish:"September 17th 2022",dateEndFourthStepPublish:"December 6th 2022",dateEndFifthStepPublish:"February 4th 2023",dateConfirmationOfParticipation:null,remainingDaysToSecondStep:"a month",secondStepPassed:!0,areRegistrationsClosed:!1,currentStepOfPublishingProcess:3,editedByType:null,kuFlag:!1,biosketch:null,coeditorOneBiosketch:"Dr. N. Veena has been involved in different research projects such as Milkfed (Punjab), ICAR, DST, and RKVY as PI and Co-PI. She has published 17 research papers in peer-reviewed journals, edited 2 books, and authored 13 book chapters, 15 popular articles, and 7 practical manuals. She is a member of various professional bodies such as the SASNET-Fermented Foods, the Indian Dairy Association, the Association of Food Scientists and Technologists (India), and the Dairy Technology Society of India.",coeditorTwoBiosketch:null,coeditorThreeBiosketch:null,coeditorFourBiosketch:null,coeditorFiveBiosketch:null,editors:[{id:"107905",title:"Prof.",name:"Salam",middleName:null,surname:"Ibrahim",slug:"salam-ibrahim",fullName:"Salam Ibrahim",profilePictureURL:"https://mts.intechopen.com/storage/users/107905/images/system/107905.jfif",biography:"Dr. Salam A. Ibrahim is a food science research professor in the food and nutritional sciences program at North Carolina A&T State University. Dr. Ibrahim established a research program in dairy starter cultures, food safety, and probiotics. He has successfully conducted projects that were funded by the NIFA-USDA, DHS, other funding agencies, and the private sector. Many of his funded projects have focused on the isolation of beneficial strains and the functional characterization of related health benefits. Dr. Ibrahim became specifically interested in the characteristics of Lactobacillus bulgaricus and the effects it has on the quality of yogurt. Currently, he is interested in isolating novel bacterial strains of L. bulgaricus and other lactic acid bacteria, as well as novel delivery systems and new food applications.",institutionString:"North Carolina Agricultural and Technical State University",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"5",totalChapterViews:"0",totalEditedBooks:"1",institution:{name:"North Carolina Agricultural and Technical State University",institutionURL:null,country:{name:"United States of America"}}}],coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"5",title:"Agricultural and Biological Sciences",slug:"agricultural-and-biological-sciences"}],chapters:null,productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},personalPublishingAssistant:{id:"444312",firstName:"Sara",lastName:"Tikel",middleName:null,title:"Ms.",imageUrl:"https://mts.intechopen.com/storage/users/444312/images/20015_n.jpg",email:"sara.t@intechopen.com",biography:"As an Author Service Manager, my responsibilities include monitoring and facilitating all publishing activities for authors and editors. From chapter submission and review to approval and revision, copyediting and design, until final publication, I work closely with authors and editors to ensure a simple and easy publishing process. I maintain constant and effective communication with authors, editors and reviewers, which allows for a level of personal support that enables contributors to fully commit and concentrate on the chapters they are writing, editing, or reviewing. I assist authors in the preparation of their full chapter submissions and track important deadlines and ensure they are met. I help to coordinate internal processes such as linguistic review and monitor the technical aspects of the process. As an ASM I am also involved in the acquisition of editors. Whether that be identifying an exceptional author and proposing an editorship collaboration, or contacting researchers who would like the opportunity to work with IntechOpen, I establish and help manage author and editor acquisition and contact."}},relatedBooks:[{type:"book",id:"6418",title:"Hyperspectral Imaging in Agriculture, Food and Environment",subtitle:null,isOpenForSubmission:!1,hash:"9005c36534a5dc065577a011aea13d4d",slug:"hyperspectral-imaging-in-agriculture-food-and-environment",bookSignature:"Alejandro Isabel Luna Maldonado, Humberto Rodríguez Fuentes and Juan Antonio Vidales Contreras",coverURL:"https://cdn.intechopen.com/books/images_new/6418.jpg",editedByType:"Edited by",editors:[{id:"105774",title:"Prof.",name:"Alejandro Isabel",surname:"Luna Maldonado",slug:"alejandro-isabel-luna-maldonado",fullName:"Alejandro Isabel Luna Maldonado"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"10359",title:"Landraces",subtitle:"Traditional Variety and Natural Breed",isOpenForSubmission:!1,hash:"0600836fb2c422f7b624363d1e854f68",slug:"landraces-traditional-variety-and-natural-breed",bookSignature:"Amr Elkelish",coverURL:"https://cdn.intechopen.com/books/images_new/10359.jpg",editedByType:"Edited by",editors:[{id:"231337",title:"Dr.",name:"Amr",surname:"Elkelish",slug:"amr-elkelish",fullName:"Amr Elkelish"}],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. Venkateswarlu",coverURL:"https://cdn.intechopen.com/books/images_new/371.jpg",editedByType:"Edited by",editors:[{id:"58592",title:"Dr.",name:"Arun",surname:"Shanker",slug:"arun-shanker",fullName:"Arun Shanker"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"3092",title:"Anopheles mosquitoes",subtitle:"New insights into malaria vectors",isOpenForSubmission:!1,hash:"c9e622485316d5e296288bf24d2b0d64",slug:"anopheles-mosquitoes-new-insights-into-malaria-vectors",bookSignature:"Sylvie Manguin",coverURL:"https://cdn.intechopen.com/books/images_new/3092.jpg",editedByType:"Edited by",editors:[{id:"50017",title:"Prof.",name:"Sylvie",surname:"Manguin",slug:"sylvie-manguin",fullName:"Sylvie Manguin"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"72",title:"Ionic Liquids",subtitle:"Theory, Properties, New Approaches",isOpenForSubmission:!1,hash:"d94ffa3cfa10505e3b1d676d46fcd3f5",slug:"ionic-liquids-theory-properties-new-approaches",bookSignature:"Alexander Kokorin",coverURL:"https://cdn.intechopen.com/books/images_new/72.jpg",editedByType:"Edited by",editors:[{id:"19816",title:"Prof.",name:"Alexander",surname:"Kokorin",slug:"alexander-kokorin",fullName:"Alexander Kokorin"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"2270",title:"Fourier Transform",subtitle:"Materials Analysis",isOpenForSubmission:!1,hash:"5e094b066da527193e878e160b4772af",slug:"fourier-transform-materials-analysis",bookSignature:"Salih Mohammed Salih",coverURL:"https://cdn.intechopen.com/books/images_new/2270.jpg",editedByType:"Edited by",editors:[{id:"111691",title:"Dr.Ing.",name:"Salih",surname:"Salih",slug:"salih-salih",fullName:"Salih Salih"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"117",title:"Artificial Neural Networks",subtitle:"Methodological Advances and Biomedical Applications",isOpenForSubmission:!1,hash:null,slug:"artificial-neural-networks-methodological-advances-and-biomedical-applications",bookSignature:"Kenji Suzuki",coverURL:"https://cdn.intechopen.com/books/images_new/117.jpg",editedByType:"Edited by",editors:[{id:"3095",title:"Prof.",name:"Kenji",surname:"Suzuki",slug:"kenji-suzuki",fullName:"Kenji Suzuki"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"3828",title:"Application of Nanotechnology in Drug Delivery",subtitle:null,isOpenForSubmission:!1,hash:"51a27e7adbfafcfedb6e9683f209cba4",slug:"application-of-nanotechnology-in-drug-delivery",bookSignature:"Ali Demir Sezer",coverURL:"https://cdn.intechopen.com/books/images_new/3828.jpg",editedByType:"Edited by",editors:[{id:"62389",title:"PhD.",name:"Ali Demir",surname:"Sezer",slug:"ali-demir-sezer",fullName:"Ali Demir Sezer"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}}]},chapter:{item:{type:"chapter",id:"81932",title:"Waveguide Amplifier for Extended Reach of WDM/FSO",doi:"10.5772/intechopen.104790",slug:"waveguide-amplifier-for-extended-reach-of-wdm-fso",body:'FSO (free space optics) is an optical communication technology in which contains three components: transmitter, free space transmitted, and receiver. The transmitter requires light, which can be focused by using either light emitting diode (LED) or laser (light amplification by stimulated emission of radiation) to transmit information through the atmosphere. At the receiver, a photodiode converts the optical intensity signal back into an electrical signal and the information is recovered [1, 2].
The FSO communication system has the advantages of unrestricted spectrum and high-speed transmission over other wireless communication systems. This system is likely to replace other wireless communication systems in many fields and become the solution for last-mile communication. The main limitation of FSO is seen in worse weather conditions where it suffers highest attenuation [3].
Optical network that apply wavelength division multiplexing (WDM) is currently widely used in existing telecommunications infrastructures and is expected to play a significant role in FSO system supporting a large variety of services having very different requirements in terms of bandwidth capacity which ensures multiservice and multicasting opportunity [4, 5].
WDM FSO systems use a single light beam to transmit the multiplexed signal through free space [6]. A multiplexer is used at the transmitter to combine different modulated carriers and a demultiplexer at the receiver to restore each one (Figure 1).
The system setup of WDM-FSO.
An optical amplifier is a device that amplifies an optical signal directly, without the need to first convert it to an electrical signal. In the 1990’s, optical amplifiers, which directly amplified the transmission signal, became widespread minimizing system intricacies and cost [7]. Many techniques have been proposed to improve the performance of FSO link like the amplification of signal [3].
To maintain the integrity of information sent from one location to another, optical amplifiers, such as doped fiber amplifiers (DFA), doped waveguide amplifiers (DWA), and semiconductor optical amplifiers (SOA), are utilized to extend transmission range for the cost-effective implementation of FSO and can be used for amplification of WDM network easily [4].
Doped fiber amplifiers (DFAs) are optical amplifiers that use a doped optical fiber as a gain medium to amplify an optical signal [8]. They are related to fiber lasers. The signal to be amplified and a pump laser are multiplexed into the doped fiber, and the signal is amplified through interaction with the doping ions. Er3+is one of the most commonly used doped ions in integrated photonics and the EDFA is one effective way to amplify light signal at optical communication window between 1500 to 1600 nm.
The erbium-doped fiber amplifier (EDFA) is the most deployed fiber amplifier as its amplification window coincides with the third transmission window of silica-based optical fiber and has demonstrated high gain, low noise, and full compatibility with DWDM signals. In general, EDFA works on the principle of stimulating the emission of photons. With EDFA, an erbium-doped optical fiber at the core is pumped with a laser at or near wavelengths of 980 nm and 1480 nm, and gain is exhibited in the 1550 nm region (Figure 2).
Erbium doped fiber amplifier block diagram.
Waveguide amplifiers, in particular, are new integrated optical products well suited to metro/access applications. Some of the intrinsic benefits for using this later include their compactness, performance, flexibility, and lower-cost processing [9]. These integrated devices offer the prospect of combining passive and active components on the same substrate while producing compact and robust devices at lower cost than commercially available fiber-based counterpart. However, the way to implement all-optical network relies on the control of gain variation of amplifiers which is sensitive to total input power variation [1, 8].
The erbium-doped waveguide amplifier (EDWA) are planar waveguides doped with erbium ions and are excited similar to EDFAs. EDWAs integrate several functions and components onto a mass produced integrated circuit and have recently received considerable attention as a potential high-gain medium for optical amplification in the communication band (Figure 3) [8, 9].
Erbium-doped waveguide amplifiers block diagram.
EDWAs are less efficient than EDFAs due to higher erbium concentration in the waveguide on the substrate. Greater erbium ion concentration causes more pumping power to quench to the system. Additionally, there is greater loss in waveguides than fibers. Concentration quenching is the reduction in quantum efficiency of a erbium ion as its concentration increases. It generally manifests itself by a shortening of the measured metastable level lifetime and occurs mostly through cross relaxation or co-operative up- conversion processes.
When the concentration levels are such that the separation between two erbium ions is greater than the diameter of an individual erbium ion then the up conversion process is called “homogeneous up conversion (HUC)”. In addition to the above-mentioned effects, another important effect that needs to be investigated is the pair induced quenching (PIQ). This later is an inhomogeneous phenomenon caused by clustered ions when the Er+3 the inter-ionic distance between two erbium ions becomes less and they come much closer to each other so as to form “clusters” [10]. This issue has been addressed by co-doping the erbium by ytterbium (Yb+3) (Figure 4).
Scheme of pair-induced quenching (PIQ) and up-conversion (HUC) processes in erbium-doped fiber amplifier.
To increase the absorption cross section, ytterbium ions (Yb3+) are usually co-doped as a sensitizer. The introduction of ytterbium can effectively restrain the erbium Er3+ ion clusters, and reduce up-conversion nonlinear side effect. This can increase the total gain and the unit length gain greatly [11].
The performance of the Er3 + −Yb3+ co- doped waveguide amplifiers (EYDWA) is better than that of the EDWA, and the EYDWAs are therefore expected to be an attractive high-gain medium material for optical amplification because of their use as amplifiers in optical telecommunications and as compact light sources for eye-safe range finding in the 1.55 μm spectral range (Figure 5) [12, 13].
Energy level diagram of erbium and ytterbium system.
Ytterbium offers the advantage of a high absorption cross-section and a good spectral overlap of its emission with erbium 4 I11/2 absorption, leading to an efficient energy transfer from ytterbium to erbium.
The rate equations for Er+3 and Yb+3 population can be written as [14]:
where,
Parameter | Definition |
---|---|
The pump photon flux | |
The signal photon flux | |
The stimulated emission cross section for Er+3 | |
The absorption cross section for Er+3 | |
The stimulated emission cross section for Yb+3 | |
The absorption cross section for Yb+3 | |
A21 | The spontaneous emission rate of Er+3 |
A65 | The spontaneous emission rate Yb+3 |
K and K′ | The coefficient of energy transfer for the concentrations of E+3 and Yb+3 |
Cup | The up conversion coefficient |
Parameter definition for equations.
The spontaneous emission rates of Er+3 and Yb+3 can be calculated by:
where
where γ is the signal frequency, Bo is the noise bandwidth, PASE and PSSE are the power of amplified spontaneous emission, and the power of source spontaneous emission, respectively.
The FSO-WDM with eight input signals using EYDWA amplifier as a pre- or post-TT6Af an externally modulated WDM transmitter generating eight NRZ signals at 2.5 Gbit/s with input power of −10 dBm, the eight channels are multiplexed with a spacing set at 0.8 nm in the wavelength range 1550 to 1554.8 nm. Then the signal is ready to travel through 30 Km range of FSO. On the receiver’s side, the avalanche photodiode (APD) is used followed by a low pass filter and a 3R regenerator. The performance is analyzed using BER analyzer which gives the related BER, power level and eye diagrams.
Figures 6 and 7 shows the dependence of the gain and noise figure on frequency for both optical amplifiers EDFA and EYDWA, respectively. It is evident that the EYDWA amplifier also offers a better price/performance ratio (better gain of (32 dB and high NF of 11 dB) than comparable EDFA amplifier (Gain of 15 dB and better N Fof 5 dB) for WDM/FSO network applications. Most of the intrinsic advantages of EYDWAs come from their ability to provide high gain in very short optical paths than EDFA amplifier. This capability gives vendors more flexibility in the design of a compact amplifier.
Gain and noise figure as a function of frequency for the erbium doped fiber amplifier (EDFA).
Gain and noise figure as a function of frequency for the Er-Yb doped waveguide amplifier (EYDWA).
The homogeneous up conversion tends to cause more impairment in the EDFA amplifier performance than in the EYDWA amplifier. Figure 8 shows variation of gain as a function of the HUC coefficient [15]. It is observed that as this later increased; the gain spectrum decreased and showed larger variation especially for EDFA as compared as EYDWA amplifier. Furthermore for UHC coefficient higher of 2.10−22 m+3/s we can notice lowest results in term of gain for EDFA, however EYDWA amplifier provides the best results (high and flat gain). Also the maximum Q factor values occur for EYDWA amplifier and at lower HUC coefficient as compared as EDFA amplifier Figure 9.
Gain as a function of up-conversion coefficient for the EYDWA and EDFA.
Q factor as a function of up-conversion coefficient for the EYDWA and EDFA.
The critical turning point in the EYDWA technology is finding a compromise between the high erbium ytterbium co-doping levels, which helps create large gain in a short optical length [13]. The dependence of EYDWA performance on the length and erbium ion concentration is studied Figures 10 and 11.
Curves of Q factor versus EYDWA length for WDM-FSO system under medium rain.
Curves of maximum gain versus erbium ion concentration for WDM- FSO system under medium rain.
For better performance the optimization has been done and it was reported of the system amplified (WDM- FSO) under medium rain and at 2.5 Gbit/s. The EYDWA amplifier can be reached higher FSO range (over 12 km) with acceptable quality factor (Q values of 6 and BER = 10−9) by increasing the erbium concentration (up to 6.1026 ions/m3) and with optimum waveguide length (over 3.5 cm). These results proved that we can achieve high gain with a short device length.
The performance analysis of the system amplified under clear, medium and heavy rain conditions are shown in “Table 2”, and Max Q factor has been analyzed Figures 12 and 13. It can be seen that under optimized conditions of data rate, the increase in the attenuation (respective intensity of rain) causes the decrease in the maximum transmission distance (FSO range) with acceptable quality factor Q values around of 6.
Intensity of rain | System with EYDWA post-amplifier | System with EYDWA pre-amplifier | ||||
---|---|---|---|---|---|---|
Q factor | BER | Range (Km) | Q factor | BER | Range (Km) | |
Light (clear) 3 dB | 5.8 | 10−9 | 27 | 6.12 | 10−9 | 16 |
Medium 9 dB | 6 | 10−9 | 12 | 6.03 | 10−9 | 8 |
Heavy 20 dB | 6 | 10−9 | 8 | 6 | 10−9 | 4.5 |
Comparison of EYDWA post- and pre-amplifier.
Quality factor as a function of FSO range for EYDWA post- amplifier under clear (light), medium and heavy rain.
Quality factor as a function of FSO range for EYDWA preamplifier under clear (light), heavy and medium rain.
We note that EYDWA as post-amplifier can be carried the link range up to 26 km at and 8 km at BER 10−9 under clear and heavy rain, respectively. However EYDWA preamplifier limits this distance of FSO range to 16 Km and 4.5 km at BER 10−9 under clear and heavy rain conditions, respectively.
An amplifier does not have a flat gain curve, that is, it does not generally provide equal amplification for all wavelengths of signals transmitted over the same transmission line (WDM). This disparity is an important limitation for wavelength division multiplexed systems. Good gain flatness requires continuous control of the input power to adjust it to its optimum value [15]. There are several methods for the design of a flat spectral EDFA gain e.g. by combining in-line amplifiers with gain equalizing filters or by controlling some internal EDFA parameters such as the length of the doped fiber, the concentration and the pump power [16].
The figures bellows show the power and noise spectrum as a function of wavelength at the output of the EDFA for different concentrations of erbium ions (from 1.10 +24/m−3 to 1.10+25/m−3) and different lengths of the doped fiber (from 2.5 m to 12.5 m), eye diagrams of the simulated system are also shown. According to the graphs obtained, the gray wave represents the noise that decreases as the length and concentration of the doped fiber decreases, while the red symbol in the graphs indicates the sample wavelength (eight wavelengths).
The results obtained show that the concentration of de 5,5.10+24/m−3 and the length of the doped fiber of 7.5 m give the best results in terms of maximum gain (around 26.63 dB) and equalization of the amplified optical spectrum.
It is noticeable that the eye aperture is well open which the quality factor is between 9 and 10 which are higher than 6 that mean that the system works correctly. The BER is higher than 10−12 which expresses that the transmission is error-free (Figures 14–18).
(a) Power spectrum and noise figure, (b) eye diagram for concentration and length of the doped fiber (C = 5.10+24/m−3 and L = 7, 5 m).
(a) Power spectrum and noise figure, (b) eye diagram for concentration and length of the doped fiber (L = 5 m and C = 3,5.10+24/m−3) .
(a) Power spectrum and noise figure, (b) eye diagram for concentration and length of the doped fiber (C = 1.10+24/m−3 and L = 2.5 m).
(a) Power spectrum and noise figure, (b) eye diagram for concentration and length of the doped fiber (C = 7,5.10+24/m−3 and L = 10 m).
(a) Power spectrum and noise figure, (b) eye diagram for concentration and length of the doped fiber (C = 1.10+25/m−3 and L = 12, 5 m) .
The table below summarizes the simulation results at the output of the WDM analyzer for different values of the erbium ion concentration and the length of the doped fiber, where the term
Comparison of the five graphs leads to the conclusion that the gains are flattened with a
Gain | NF | RG = Gmax – Gmin | RNF = NFmax – NFmin | Concentration “N” | L |
---|---|---|---|---|---|
2.95 dB | 1.95 dB | 0.08 dB | 0.46 dB | 1.1024/m3 | 2.5 m |
19.44 dB | 3.43 dB | 0.47 dB | 1.63 dB | 3.5.1024/m3 | 5 m |
26.63 dB | 3.65 dB | 0.70 dB | 2.15 dB | 5.5.1024/m3 | 7.5 m |
23.59 dB | 4.47 dB | 0.98 dB | 2.04 dB | 7.5.1024/m3 | 10 m |
14.71 dB | 4.66 dB | 1.54 dB | 2.06 dB | 1.1025/m3 | 12.5 m |
Optimization results obtained by the WDM analyzer.
Gain Equalizing Filters, also known as GFF (Gain Flattening Filters), are integrated into optical systems and are usually combined with optical amplifiers in the transmission chain to ensure good gain flattening. This process provides a solution to the problem of equalizing the amplifier output power of a WDM multiplexed system. This part refers to a process of combining the EDFA amplifier with a GFF filter and visualizing the power and noise spectrum.
The tables below show the results of the WDM analyzer at the output of the EDFA “Table 4”and the output of the gain equalizing filter “Table 5” in terms of wavelength, gain, noise figure and the deference between the maximum and minimum values of these figures. Comparison between the tables below leads to the conclusion that the gains are flattened with a
Wavelength (nm) | Gain (dB) | Noise Figure (dB) |
---|---|---|
1537.4 | 27.859 | 4.017 |
1535.82 | 29.448 | 3.368 |
1534.25 | 31.714 | 3.913 |
1532.68 | 32.990 | 3.382 |
1531.12 | 32.764 | 3.144 |
1529.55 | 31.265 | 2.382 |
1527.99 | 29.096 | 2.971 |
1526.44 | 26.298 | 2.063 |
Gain (dB) | Noise Figure (dB) | |
---|---|---|
26.197 | 2.0631 | |
32.994 | 4.026 | |
30.712 | 0 | |
6.698 | 1.954 | |
1526.44 | 1526.44 | |
1537.40 | 1537.40 |
Results of the WDM analyzer at the EDFA output.
Wavelength (nm) | Gain (dB) | Noise Figure (dB) |
---|---|---|
1537.4 | 26.976 | 3.697 |
1535.82 | 26.687 | 3.991 |
1534.25 | 26.864 | 4.026 |
1532.68 | 26.634 | 3.297 |
1531.12 | 26.364 | 3.169 |
1529.55 | 26.464 | 2.928 |
1527.99 | 26.803 | 2.597 |
1526.44 | 26.197 | 1.871 |
Gain (dB) | Noise Figure (dB) | |
---|---|---|
26.197 | 1.871 | |
26.864 | 4.026 | |
26.628 | 0 | |
0.778 | 2.155 | |
1526.44 | 1526.44 | |
1537.40 | 1537.40 |
WDM analyzer filter GFF output results.
The figures below show a schematic representation of the spectrum emitted at the output of the EDFA and output of the gain equalizing filter GFF. In Figure 19, the different wavelengths of the multiplex at the output of the EDFA (at the input of the filter) can be recognized, represented by red symbols from 1 to 8. It can be seen that the spectrum received at the output of the EDFA has a different total power for the different wavelengths while the spectrum received at the output of the filter has a total power which is substantially equal and in particular the gain is flat over the amplification band Figure 20.
Power spectrum and noise figure at EDFA output.
Power spectrum and noise figure at filter FGG output.
According to the eye diagrams for both cases we can clearly see the aperture of diagram Figure 21 compared to diagram Figure 22; this confirms that the use of the gain equalizing filter GFF improves the quality of the amplified WDM system.
Eye diagram of the WDM/FSO with GFF filter.
Eye diagram of the WDM/FSO without GFF filter.
This chapter summarizes the simulation results and their interpretations of the comparison of two configurations of EYDWA (post-and preamplifier) in the WDM/FSO system. The mentioned amplifiers were evaluated based on values of BER and the quality -factor. WDM over FSO communication system is very suitable and effective in providing high data rate transmission with low bit error rate (BER). Therefore, WDM – FSO system has achieved very good results, it has many problems, such as heavy attenuation coefficient.
For the heavy rain condition the maximum link range about 8 km at BER = 10−9. Also, It can be noticed from simulation that the best results achieved EYDWA post- amplifier configuration, this later was able to reach transmission distance of WDM/FSO up to 26 Km however the worst results in terms of FSO range are obtained with EYDWA preamplifier and the distance of transmission is limited at 16 Km.
Furthermore the gain flatness and the noise figure of EDFA have been studied. The gain non-uniformity for each channel using the optimization of erbium doped and length fiber doped in order to equalize the amplitude gain in the WDM-FSO system have been simulated. The simulation results prove that the proposed method by optimization of erbium doped and length of fiber doped offers and improved the best performance in terms of the gain flatness GF = 0.7 for fiber length L = 7.5 m and erbium concentration C = 5,5.10+24/m−3.
Plants and animals coexist in a certain balance within the ecosystem, together with fungi, oomycetes, bacteria, viruses, and parasites.
Currently, about 75.000 species of fungi have been described, many of which are still unclassified [1]. Also, in the category of fungi, oomycetes have been included in the past. Detailed studies have highlighted their morphological and functional differences, the oomycetes being now included in the phylum
Many bacteria, viruses, and single-celled parasites can be carried by arthropods (insects, mites) or other vectors (amoebas) and can be sources of infection, causing many diseases in animals. Fungi and oomycetes can use different mechanisms by which they can eliminate these vectors. They can also be involved in the detoxification of the environment from numerous pollutants and can be considered important agents in the biocontrol of some animal parasites. In removing amoebae, fungi use hyphae that function as “sticky extensions” that capture “prey” or can parasitize internally, causing amoebae death by sporulation [4]. Sprayed in the form of a solution on the body of insects, more precisely on the body of mosquitoes, the fungi attach themselves through the conidia to their cuticle. Then begins the germination and dispersal of spores in the hemocoel. At this level, the evolutionary cycle of fungi continues with the multiplication of hyphae, which gradually kill the host by colonizing the trachea and producing toxins, after which the fungi leave their body [5, 6]. In eliminating the larval forms of some insects, the fungi also through the conidia block the siphon region and thus determine the death by asphyxiation of the hosts [6]. The same mechanisms have been reported in the elimination of evolutionary stages of ticks. An important role in the fixation and adhesion of conidia at the cuticular level is played by hydrophobins and adhesins, as proteins, but also lipase and esterase, as enzymes [7, 8, 9].
Certain pollutants, such as pesticides, can be battered by various fungi through numerous chemical processes (deoxygenation, hydroxylation, esterification, or dehydrogenation) [10]. Certain heavy metals in the environment can be inactivated by organic acids and siderophores (metabolites) of fungi [11]. Enzymes also play an important role in bioremediation, among them can be mentioned: cellulase, lipase, protease, peroxidase, amylase, chitinase, catalase, laccase, xylanase, etc. [12].
In the management of parasitic populations, especially nematode populations found in animals, fungi use complex mechanisms to eliminate these pathogens. The first stage is the recognition between the fungus and the nematode. Fungi adhere to the body of nematodes through lecithin that binds to carbohydrate receptors located in the cuticle of the parasite [13, 14]. Adhesion is facilitated by fungal spores and protein fibrils that form nematode-trapping traps. The fibrils are arranged in a network or perpendicular to the external surface of the nematodes, after which they easily penetrate their body. The penetration step involves the release of hydrolytic enzymes and the application of progressive pressure on the parasite’s cuticle [15]. After complete penetration of the cuticle, the formation and multiplication of hyphae begin. Gradually the fungi digest the nematodes internally. Nutrients are captured in the hyphae in lipid droplets or are fixed and carried by lecithin [16]. The same steps are observed in the case of oomycetes. They adhere to the surface of parasite eggs or larvae, through hyphae, after which they penetrate the egg wall or larval cuticle, releasing various enzymes (various exoglycosidases, kinases, endo-β-1,3-glucanases, and cellulases). Gradually, they digest and destroy the internal contents through hyphae and zoospores that form continuously [17].
Another method of removing nematodes is using adhesive nets, hyphae, or knobs forming constricting rings together. Through the movements and body heat, the nematodes trigger the complete tightening of the rings around them and the exteriorization of a penetrating tube where the internal multiplication of the hyphae begins [18]. Certain fungi can spread to the surface of the body of nematodes or larvae, including the wall of nematode eggs. Gradually the sporulation takes place internally, having an ovicidal, larvicidal, or adulticidal effect [19, 20]. An ovicidal effect can be exerted by fungi also through hyphae, more precisely through oppressors, secondary metabolites, and the toxins they contain [19]. The same toxins can cause paralysis of adult nematodes [19].
The following subchapters contain information related to fungal species, but also oomycetes that can be used successfully in the elimination of various animal pathogens.
Amoebae are protozoa that can live freely in very different environments or can be parasitic, surviving in different hosts. Free amoebae are present in the external environment in soil, water, and air, but are also used in various medical fields, such as dialysis centers and dentistry [21]. Parasitic amoebae (
In veterinary medicine, only four classes of free amoebae have pathogenic potential:
An important role in the circulation of certain pathogens has the amoebas of the
Numerous researchers aim to use amoebophagous fungi in the elimination of vectors and in the prevention of many diseases that can be transmitted to animals. They can act as parasites or predators. Among the fungi with the role of parasites, which invade and multiply inside the amoebae, are found
Globally, insects can be found in many habitats [62]. They have an important role in all terrestrial ecosystems, intervening in soil fertilization by circulating nutrients and seeds, but also in plant pollination. Thus, they are essential for maintaining optimal qualities in the development of agriculture [63]. Another role with a major impact on the quality of life of animals is the fact that insects are a nutritional basis for them [64]. The larval and adult stages are the most frequently consumed by animals.
In veterinary medicine, the role of insects is very important. Like amoebae, they can transmit various diseases from one animal to another.
The use of pyrethroids as insecticides is the most widely used method of control. However, recent research aims to apply fungi, in various forms, as an ecological method of controlling insect populations [80]. Ansari et al. [81] used the conidia of several species of fungi against culicid adults. The species chosen were
Ticks are parasitic mites, which require, for the complete development and completion of the biological cycle, a blood-feed on the vertebrates involved. The tick population is extremely numerous in the warm season, being an important agent for transmitting contagious diseases to animals, but also humans. They can carry bacteria (
Biological control of ticks can be achieved by using entomopathogenic fungi. Currently, many fungi are known with a high potential to eliminate various evolutionary forms of ticks. Among them are:
Depending on the evolutionary stage, the action of certain fungi is different. Eggs are the most sensitive and nymphs are the most resistant [115, 116]. A high ovicidal action against
Currently, our planet is going through continuous degradation due to the numerous pollutants accumulated in soils, waters, and air. Many of them are difficult to decompose. The current trend in research concerns the concept of bioremediation. It refers to the use of certain microbes in various habitats to metabolize various pollutants [134, 135]. Fungi have been intensively studied, their potential to cleanse the planet being recognized by many researchers. Detoxified soils are more fertile, ensuring rapid growth of plants, their nutritional qualities being better preserved. Indirectly, fungi provide animals with adequate food. The same is true of detoxifying water and air: it improves the quality of life of animals.
Animals exposed for a long time to the action of heavy metals have developed developmental problems, spermatogenesis, neurological, renal, and liver problems [136]. Their carcinogenic potential has also been reported [137].
The action of fungi on heavy metals in the soil (Pb, Cd, Cu, Zn, Cr, Ni, Ag) is mediated by external temperature, but also by pH, the whole detoxification process being explained by the phenomena of bioabsorption, bioconcentration, and biotransformation [138]. Among the effective fungi are
Wastewater is subject to filtration and treatment, as it can be an important source of pesticides, with harmful effects on the environment and animals. Currently, certain fungi capable of eliminating these pollutants have been identified. Hultberg and Bodin [144] used experimentally a combination of
Certain residual insecticides, such as endosulfan, can be deteriorated by
Xenobiotic compounds are chemicals that enter the animal body in numerous ways (digestive, respiratory, parenteral) and are various. Reproductive problems (infertility, abortion) have been reported in animals following exposure [150]. Many plant constituents, various pesticides, medicinal products, feed additives, or industrial chemicals, are considered xenobiotics [151]. They have been successfully degraded by species of white-rot fungi (
Polycyclic aromatic hydrocarbons are found in the form of aerosol particles and can enter the body through the respiratory tract. Prolonged exposure to these constituents has devastating effects on the body. They can adversely affect the endocrine, reproductive, immune, and nervous systems. It also has a carcinogenic and teratogenic action [153].
Parasites are pathogens that can survive in the body of animals for long periods, significantly affecting their quality of life. Depending on the class they belong to (Protozoa, Trematodes, Cestodes, Nematodes), they can be diagnosed in different age categories of the hosts [155]. There are many ways to infest animals, with a major impact on the digestive tract. In this way, the hosts can ingest from the external environment eggs or larvae of parasites. Adult forms usually survive in various animal organs. In stopping the evolutionary cycle of parasites, the veterinarian must take several preventive measures. These are undoubtedly necessary, due to the zoonotic potential of certain parasites. To eliminate and kill the adult forms, but also certain larval stages of the parasites, it is well known that various medicinal substances with the antiparasitic role are used. Of the four parasitic classes, nematodes are the most developed, and the main classes of drugs used against them are benzimidazoles, nicotinic receptor agonists, and macrocyclic lactones (avermectins, milbemycins) [156]. Cestodes are sensitive to isoquinolines (praziquantel) and trematodes to thiabendazole (benzimidazole) [157]. We mention only the helminths because they are pentiful in the animal population and the intermediate evolutionary forms resist the most in the external environment. One aspect that must be taken into account when administering the anthelmintics mentioned above is the one related to their use in farm animals. The possibility of eliminating them through milk (ruminants) must be known and indirectly, their remanence in certain secondary products must be mentioned. Macrocyclic lactones also have a long residue in the body of animals [158]. Analyzing this desideratum we can consider the elimination and the complete degradation of parasitic elements from the external environment as the main stage in stopping the biological cycle of parasites. This stage was a basis for current research in the field of biomedical sciences. Disinfectants have been tested and analyzed in numerous studies. Among those discovered so far as having a potential effect on the intermediate elements of nematodes, are those based on alcohols (ethanol, propanol), pentapotassium, and quaternary ammonium compounds [159, 160]. Alcohol-based disinfectants and more can have a corrosive effect if applied to different surfaces and instruments. Also, not enough details are known about the effect they can have on the skin of animals. Here we refer to those kept in paddocks or cages. Considering these aspects, the current research investigates the application of some fungi or oomycetes in the control of the evolutionary cycle of parasites, being an ecological and environmentally friendly method.
Ruminants are frequently parasitized with trichostrongyls. Of these,
Other researchers have investigated the action of fungi (
In horses, Araujo et al. [176] investigated the larvicidal action of 3 fungi (
A satisfactory larvicidal potential against the gastrointestinal nematode
Biocontrol in animal trematodes is still at the beginning of the research, until now the ovicidal effect of
Fungi and oomycetes are important agents in the control of animal diseases, which can seriously alter their health. Through the actions they present (insecticide, amoebicide, antiparasitic - ovicidal, larvicidal, nematicidal, and anti-pollution) according to those deduced from the scientific literature, they are key elements in ensuring the welfare of animals and improving their quality of life.
There are no conflicts of interest to declare.
Thanks go to Banat’s University of Agricultural Sciences and Veterinary Medicine “‘King Michael I of Romania”, for helping the author with the costs of publishing this book chapter.
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He has published more than 190 research papers and authored five books.",institutionString:"Yunnan University",institution:{name:"Yunnan University",country:{name:"China"}}},{id:"1177",title:"Prof.",name:"António",middleName:"J. R.",surname:"José Ribeiro Neves",slug:"antonio-jose-ribeiro-neves",fullName:"António José Ribeiro Neves",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/1177/images/system/1177.jpg",biography:"Prof. António J. R. Neves received a Ph.D. in Electrical Engineering from the University of Aveiro, Portugal, in 2007. Since 2002, he has been a researcher at the Institute of Electronics and Informatics Engineering of Aveiro. Since 2007, he has been an assistant professor in the Department of Electronics, Telecommunications, and Informatics, University of Aveiro. He is the director of the undergraduate course on Electrical and Computers Engineering and the vice-director of the master’s degree in Electronics and Telecommunications Engineering. He is an IEEE Senior Member and a member of several other research organizations worldwide. His main research interests are computer vision, intelligent systems, robotics, and image and video processing. He has participated in or coordinated several research projects and received more than thirty-five awards. He has 161 publications to his credit, including books, book chapters, journal articles, and conference papers. He has vast experience as a reviewer of several journals and conferences. As a professor, Dr. Neves has supervised several Ph.D. and master’s students and was involved in more than twenty-five different courses.",institutionString:null,institution:{name:"University of Aveiro",country:{name:"Portugal"}}},{id:"11317",title:"Dr.",name:"Francisco",middleName:null,surname:"Javier Gallegos-Funes",slug:"francisco-javier-gallegos-funes",fullName:"Francisco Javier Gallegos-Funes",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/11317/images/system/11317.png",biography:"Francisco J. Gallegos-Funes received his Ph.D. in Communications and Electronics from the Instituto Politécnico Nacional de México (National Polytechnic Institute of Mexico) in 2003. He is currently an associate professor in the Escuela Superior de Ingeniería Mecánica y Eléctrica (Mechanical and Electrical Engineering Higher School) at the same institute. His areas of scientific interest are signal and image processing, filtering, steganography, segmentation, pattern recognition, biomedical signal processing, sensors, and real-time applications.",institutionString:"Instituto Politécnico Nacional",institution:{name:"Instituto Politécnico Nacional",country:{name:"Mexico"}}},{id:"428449",title:"Dr.",name:"Ronaldo",middleName:null,surname:"Ferreira",slug:"ronaldo-ferreira",fullName:"Ronaldo Ferreira",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/428449/images/21449_n.png",biography:null,institutionString:null,institution:{name:"University of Aveiro",country:{name:"Portugal"}}},{id:"165328",title:"Dr.",name:"Vahid",middleName:null,surname:"Asadpour",slug:"vahid-asadpour",fullName:"Vahid Asadpour",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/165328/images/system/165328.jpg",biography:"Vahid Asadpour, MS, Ph.D., is currently with the Department of Research and Evaluation, Kaiser Permanente Southern California. 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:"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:"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:null,institution:null},{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:"417317",title:"Mrs.",name:"Chiedza",middleName:null,surname:"Elvina Mashiri",slug:"chiedza-elvina-mashiri",fullName:"Chiedza Elvina Mashiri",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"352140",title:"Dr.",name:"Edina",middleName:null,surname:"Chandiwana",slug:"edina-chandiwana",fullName:"Edina Chandiwana",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"342259",title:"B.Sc.",name:"Leonard",middleName:null,surname:"Mushunje",slug:"leonard-mushunje",fullName:"Leonard Mushunje",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"347042",title:"Mr.",name:"Maxwell",middleName:null,surname:"Mashasha",slug:"maxwell-mashasha",fullName:"Maxwell Mashasha",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Midlands State University",country:{name:"Zimbabwe"}}},{id:"2941",title:"Dr.",name:"Alberto J.",middleName:"Jorge",surname:"Rosales-Silva",slug:"alberto-j.-rosales-silva",fullName:"Alberto J. 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