Range of color characteristics of multicomponent hydrocarbon systems [3, 4].
\\n\\n
Released this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\\n\\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
\\n"}]',published:!0,mainMedia:{caption:"Highly Cited",originalUrl:"/media/original/117"}},components:[{type:"htmlEditorComponent",content:'IntechOpen is proud to announce that 191 of our authors have made the Clarivate™ Highly Cited Researchers List for 2020, ranking them among the top 1% most-cited.
\n\nThroughout the years, the list has named a total of 261 IntechOpen authors as Highly Cited. Of those researchers, 69 have been featured on the list multiple times.
\n\n\n\nReleased this past November, the list is based on data collected from the Web of Science and highlights some of the world’s most influential scientific minds by naming the researchers whose publications over the previous decade have included a high number of Highly Cited Papers placing them among the top 1% most-cited.
\n\nWe wish to congratulate all of the researchers named and especially our authors on this amazing accomplishment! We are happy and proud to share in their success!
Note: Edited in March 2021
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The contents of the book will be written by multiple authors and edited by experts in the field.",isbn:null,printIsbn:null,pdfIsbn:null,doi:null,price:0,priceEur:null,priceUsd:null,slug:null,numberOfPages:0,isOpenForSubmission:!1,isSalesforceBook:!1,isNomenclature:!1,hash:"2fb5e4b57245417ca311c6bfe8e96865",bookSignature:"",publishedDate:null,coverURL:"https://cdn.intechopen.com/books/images_new/8573.jpg",keywords:null,numberOfDownloads:null,numberOfWosCitations:0,numberOfCrossrefCitations:0,numberOfDimensionsCitations:null,numberOfTotalCitations:null,isAvailableForWebshopOrdering:!0,dateEndFirstStepPublish:"August 8th 2018",dateEndSecondStepPublish:"August 29th 2018",dateEndThirdStepPublish:"October 28th 2018",dateEndFourthStepPublish:"January 16th 2019",dateEndFifthStepPublish:"March 17th 2019",dateConfirmationOfParticipation:null,remainingDaysToSecondStep:"4 years",secondStepPassed:!0,areRegistrationsClosed:!0,currentStepOfPublishingProcess:1,editedByType:null,kuFlag:!1,biosketch:null,coeditorOneBiosketch:null,coeditorTwoBiosketch:null,coeditorThreeBiosketch:null,coeditorFourBiosketch:null,coeditorFiveBiosketch:null,editors:null,coeditorOne:null,coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"11",title:"Engineering",slug:"engineering"}],chapters:null,productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},personalPublishingAssistant:null},relatedBooks:[{type:"book",id:"10198",title:"Response Surface Methodology in Engineering Science",subtitle:null,isOpenForSubmission:!1,hash:"1942bec30d40572f519327ca7a6d7aae",slug:"response-surface-methodology-in-engineering-science",bookSignature:"Palanikumar Kayaroganam",coverURL:"https://cdn.intechopen.com/books/images_new/10198.jpg",editedByType:"Edited by",editors:[{id:"321730",title:"Prof.",name:"Palanikumar",surname:"Kayaroganam",slug:"palanikumar-kayaroganam",fullName:"Palanikumar Kayaroganam"}],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:"872",title:"Organic Pollutants Ten Years After the Stockholm Convention",subtitle:"Environmental and Analytical Update",isOpenForSubmission:!1,hash:"f01dc7077e1d23f3d8f5454985cafa0a",slug:"organic-pollutants-ten-years-after-the-stockholm-convention-environmental-and-analytical-update",bookSignature:"Tomasz Puzyn and Aleksandra Mostrag-Szlichtyng",coverURL:"https://cdn.intechopen.com/books/images_new/872.jpg",editedByType:"Edited by",editors:[{id:"84887",title:"Dr.",name:"Tomasz",surname:"Puzyn",slug:"tomasz-puzyn",fullName:"Tomasz Puzyn"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"3569",title:"Biodegradation",subtitle:"Life of Science",isOpenForSubmission:!1,hash:"bb737eb528a53e5106c7e218d5f12ec6",slug:"biodegradation-life-of-science",bookSignature:"Rolando Chamy and Francisca Rosenkranz",coverURL:"https://cdn.intechopen.com/books/images_new/3569.jpg",editedByType:"Edited by",editors:[{id:"165784",title:"Dr.",name:"Rolando",surname:"Chamy",slug:"rolando-chamy",fullName:"Rolando Chamy"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}}]},chapter:{item:{type:"chapter",id:"65919",title:"New Results in the Theory and Practical Application of Color",doi:"10.5772/intechopen.84832",slug:"new-results-in-the-theory-and-practical-application-of-color",body:'\nEven the Arab alchemists, the first chemists of the seventeenth and eighteenth centuries, talked about the relationship between color change and changes in the physical properties of various substances [1]. For example, the temperature of substances and their chemical transformations were estimated approximately by color. Here, new data on color phenomenon that we have discovered in recent years for complex and simple substances is provided. For example, these are the effects of the relationship of physical and chemical properties and color characteristics of compounds (“color properties principle”) [2, 3, 4, 5, 6, 7, 8, 9, 10]. Color characteristics were measured by standard methods in colorimetric systems RGB or XYZ [11, 12, 13]. In particular, the effects of the relationship between the vertical ionization potentials and the electron affinity of light-absorbing molecules in the visible region were found [14, 15, 16, 17, 18]. The results indicate the practical use of these effects in chemical technology and nanophysics. We assume that the cause of these phenomena is quantum entanglement and strong correlation of electron states [19]. We established new physical effects between spectral densities (integral absorption, reflection, and transmission characteristics) with ionization potential and electron affinity [2, 3, 4, 15, 18, 19, 20, 21]. We propose to use these effects in determining the energies of electronic states. Methods for determination of IP and EA for molecules and organic semiconductors have been developed. We propose to use these effects in determining the energies of electronic states. In addition, the color characteristics of biological fluids were investigated. In addition, we have determined the averaged color characteristics of the electromagnetic spectrum for aqueous solutions of hemolyzed blood, plasma, and serum from 100 donors and 95 patients with different diagnoses and different severities of their conditions. From the averaged absorption spectra, we calculated the color characteristics of the hemolyzed blood, plasma, and serum from the donors and patients by the standard CIE procedure. The blood is considered as a single, indivisible light-absorbing system in studying complex biological specimens. We studied the relationship between the color characteristics of human blood in normal and pathological conditions [22, 23, 24, 25, 26]. Let us consider these aspects in more detail.
\nWe have discovered new optical effects of the relationship between the physicochemical properties and color characteristics for very complex chemical systems [2, 3, 4]. In particular, the dependencies between the properties and color characteristics of multicomponent hydrocarbon systems are investigated. Dependencies between color coordinates (luminosity) and various physical and chemical characteristics of these substances are established. All results are confirmed by statistical data processing. The dependence of the properties on the CCs is linear (the law “color-properties”):
\nwhere
Color coordinates of (
The CCs were defined on the methods CIE [12, 13] in the revised version to optical transparent solutions via the transparent coefficients—
where X, Y, and Z are the tristimulus values for system CIE;
The transparent coefficient is defined on known relationships:
\nk (λ)
where D is the optical density of solutions, c is the concentration, and L is the thickness of absorption layer.
\nFor more hydrocarbon systems, the solutions were prepared with concentration near 0.002 g/l; similarly, as in this case, we got the result with minimal errors.
\nThe relations for X, Y, Z are presented in matrix form [12]:
\nwhere
The chromaticity coordinates were calculated on formulas in the system CIE (12).
\nwhere x, y, and z are chromaticity coordinates.
\nIn Table 1 the defined CCs of multicomponent petrochemical systems are given [3, 4]. As it can be seen from the results of the calculations, CCs at the identical radiation source are close among themselves despite their different nature. Obviously, the reason of similarity of color properties is the similarity of the absorption spectra of the systems researched. Also the research has shown that multicomponent petrochemical systems do not have color isomerism, i.e., their CCs change depending on the radiation sources.
\nHydrocarbon systems | \nCIE standard source | \nLuminosity | \nCoordinates of chromaticity | \n||
---|---|---|---|---|---|
x | \ny | \nz | \n|||
Separator oils of the Russian Federation (Bashkortostan, West Siberia, Tatarstan) | \nA | \n20.56–70.59 | \n0.51–0.63 | \n0.36–0.42 | \n0.00–0.08 | \n
B | \n17.24–66.60 | \n0.39–0.51 | \n0.42–0.49 | \n0.00–0.19 | \n|
C | \n15.73–65.91 | \n0.38–0.54 | \n0.38–0.47 | \n0.01–0.24 | \n|
D65 | \n17.17–67.42 | \n0.37–0.51 | \n0.39–0.50 | \n0.01–0.23 | \n|
Blown, residual, road, and structural petroleum | \nA | \n9.80–64.97 | \n0.51–0.67 | \n0.32–0.42 | \n0.00–0.07 | \n
B | \n7.76–61.44 | \n0.40–0.55 | \n0.44–0.46 | \n0.01–0.16 | \n|
C | \n6.60–60.88 | \n0.38–0.61 | \n0.38–0.43 | \n0.02–0.22 | \n|
D65 | \n7.48–62.79 | \n0.38–0.57 | \n0.41–0.45 | \n0.01–0.21 | \n|
Organic fractions of oligomers | \nA | \n68.23–87.09 | \n0.50–0.52 | \n0.39–0.40 | \n0.08–0.11 | \n
B | \n64.75–84.41 | \n0.36–0.38 | \n0.39–0.41 | \n0.20–0.25 | \n|
C | \n64.40–84.71 | \n0.34–0.37 | \n0.35–0.37 | \n0.26–0.32 | \n|
D65 | \n65.66–85.51 | \n0.34–0.37 | \n0.36–0.39 | \n0.25–0.30 | \n|
Residual high-boiling hydrocarbonic fraction of vacuum oil refining | \nA | \n15.26–86.19 | \n0.51–0.66 | \n0.33–0.40 | \n0.00–0.09 | \n
B | \n12.15–82.06 | \n0.38–0.57 | \n0.42–0.47 | \n0.01–0.20 | \n|
C | \n10.41–81.90 | \n0.36–0.62 | \n0.36–0.44 | \n0.01–0.26 | \n|
D65 | \n11.80–83.30 | \n0.36–0.58 | \n0.39–0.46 | \n0.01–0.25 | \n|
Hydrocarbonic fractions with average boiling temperature Тboil 180–360°C | \nA | \n21.20–99.83 | \n0.48–0.63 | \n0.36–0.41 | \n0.01–0.14 | \n
B | \n17.70–98.97 | \n0.33–0.52 | \n0.36–0.48 | \n0.03–0.30 | \n|
C | \n15.98–99.96 | \n0.31–0.55 | \n0.32–0.45 | \n0.04–0.37 | \n|
D65 | \n17.57–99.90 | \n0.31–0.52 | \n0.33–0.47 | \n0.04–0.36 | \n|
Asphaltenes and tars | \nA | \n0.10–98.67 | \n0.29–0.86 | \n0.14–0.41 | \n0.00–0.33 | \n
B | \n0.09–97.66 | \n0.04–0.62 | \n0.32–0.64 | \n0.00–0.32 | \n|
\n | C | \n0.08–98.67 | \n0.04–0.71 | \n0.24–0.59 | \n0.00–0.37 | \n
The coefficients
Multicomponent hydrocarbon system | \nPCP | \nCC | \nCoefficients of Eq. (1) | \nCorrelation coefficient | \nVariation coefficient (%) | \nFisher’s ratio test for sample volume F | \n|
---|---|---|---|---|---|---|---|
В0 | \nВ1 | \n||||||
Raw oils | \n0.793 | \n0.349 | \n0.98 | \n0.05 | \n887.80 | \n||
0.758 | \n0.310 | \n0.98 | \n0.05 | \n889.46 | \n|||
846.429 | \n−4.563 | \n0.99 | \n0.48 | \n1931.49 | \n|||
897.646 | \n−2.683 | \n0.99 | \n0.46 | \n2084.20 | \n|||
17.063 | \n−0.150 | \n0.96 | \n3.23 | \n453.22 | \n|||
17.984 | \n−0.098 | \n0.96 | \n3.20 | \n460.43 | \n|||
37.701 | \n−0.376 | \n0.97 | \n5.17 | \n536.05 | \n|||
37.463 | \n−0.140 | \n0.97 | \n5.16 | \n536.51 | \n|||
Petroleum residues | \n0.757 | \n0.462 | \n0.99 | \n0.27 | \n577.35 | \n||
0.874 | \n0.240 | \n0.99 | \n0.20 | \n1019.05 | \n|||
877.611 | \n−6.183 | \n0.95 | \n4.50 | \n146.34 | \n|||
−121.96 | \n1157.340 | \n0.96 | \n4.31 | \n161.29 | \n|||
−34.205 | \n106.697 | \n0.98 | \n6.80 | \n341.48 | \n|||
−6.530 | \n53.960 | \n0.98 | \n5.92 | \n455.11 | \n|||
−76.698 | \n228.968 | \n0.98 | \n8.31 | \n308.21 | \n|||
−22.755 | \n110.594 | \n0.98 | \n7.53 | \n378.34 | \n|||
Bitumens and bituminous materials | \n0.612 | \n0.676 | \n0.98 | \n0.26 | \n260.20 | \n||
0.876 | \n0.209 | \n0.99 | \n0.22 | \n384.50 | \n|||
−11.918 | \n1308.245 | \n0.99 | \n1.61 | \n797.32 | \n|||
1341.792 | \n−6.249 | \n0.99 | \n1.47 | \n958.95 | \n|||
−570.815 | \n255.283 | \n0.98 | \n3.62 | \n252.80 | \n|||
241.685 | \n−379.399 | \n0.98 | \n3.64 | \n249.38 | \n|||
−0.878 | \n68.000 | \n0.98 | \n3.32 | \n294.90 | \n|||
64.355 | \n−0.341 | \n0.98 | \n3.36 | \n287.60 | \n
Coefficients of Eq. (10) for physicochemical property estimation of oils and petroleum residues in colorimetric systems XYZ and RGB [3, 4, 5, 6, 7, 8, 9, 10].
ρ = relative density;
In many processes, it is necessary to take express control of the PCPs. Therefore, the dynamic form of Eq. (8) has been investigated in the author’s very last investigation of more than 300 of multicomponent hydrocarbon systems:
\nwhere Δ
The received results show that for all the researched petrochemical systems, there is correlation dependence PCP from CCs. The correlation coefficient R and the standard deviation were used as the criterion of adequacy. Some results of calculations are given in Table 2. Properties such as relative density (ρ); number-average molecular weight (M in Dalton); Conradson carbon residue (g in weight.%); activation energy for viscous flow (Ea in kJ/mol). The results show that for all studied petrochemical systems, there is a clear dependence of PCP on CCs [2, 3, 4]. These correlations allow the determination of PCP substances using CCs. Such dependencies are necessary for quality control of oil distillates and oil products. In addition, there is an opportunity for remote control methods of environmental pollution by oil and oil products.
\nFor example, it is possible to determine in a few minutes such properties of formation oils as molecular mass, viscosity, density, the index of thermal stability, the index of reactivity of fractions in coking, thermal cracking processes, etc.
\nThe method of electronic phenomenological spectroscopy (EPS) was first proposed by Mikhail Dolomatov [2, 3]. In recent years, this science direction has been intensively developed by the Dolomatov group at the Oil Technical State University and Bashkir State University (Ufa) in Russia. There are the following approaches and physical phenomena in the basis of EPS:
\nUnlike conventional spectroscopic methods, the EPS studies substances as a comprehensive quantum quasicontinuum without separating the spectrum of the substance into characteristic spectral bands by certain resonance frequencies or wavelengths of individual functional groups or components. The spectrum is studied as a single system (broadband signal) from a set of electronic states. Therefore, at this system integral level, there are new physical effects, not previously known. For example, the effects of the relationship of integral optical characteristics with different macroscopic and quantum properties of the substance as a whole by quantum quasicontinuum “spectrum-properties” and “color-properties” are observed. Qualitatively new physical phenomena appear when considering systems interacting with radiation in a wide optical spectrum. According to these laws, changes in the physical and chemical properties of substances cause a change in the integral characteristics of absorbed, reflected, or emitted radiation in the ultraviolet (UV), visible, and near-infrared (IR) regions of the electromagnetic spectrum. This allows the use of EPS methods for the study of individual and complex multicomponent substances.
\nFor example, there may be a relationship between the integral force of the oscillator and some physical and chemical properties Z:
\nc is the constant depending on the method of measuring the spectrum, the nature of the substance, and individual for each property.
\nTherefore, it can be assumed that there is a relationship between any integral optical characteristic of a wide-spectrum signal (Figure 4) and properties having the form.
\nHere, P is the integral spectral parameter, for example, integrated oscillator power, color characteristics, integral autocorrelation function, or relative imperial parameter and others into Figure 1.
\nIntegral phenomenological characteristics of electronic spectra.
Obviously, a special case of Eq. (10) is the effect of “color-properties” (1) (we found with the coauthors O. Kydyrgychova, L. Dolomatova and V. Kartasheva in 1999 [5]). Phenomenological spectroscopy methods have been developed for identification and simultaneous determination of a set of different physical and chemical properties of natural and technical multicomponent organic systems, as well as properties of individual substances. For example, in a few minutes, it is possible to determine such properties of formation oils as the average molecular weight, viscosity, density, thermal stability index, index of reactivity of fractions in the processes of coking and thermal cracking, etc. EPS methods were adopted in the oil and petrochemical industry [2, 3, 4], environmental monitoring [3], biophysics and medicine [24, 25], nanotechnology and molecular electronics [15, 16, 17, 18], and space exploration.
\nFor science and technology, of interest are laws of the relationship of the integral characteristics of the spectrum and the electronic properties of matter. The knowledge of the electron structure of the molecular substances and materials has the fundamental importance for solving real problems in many fields of science and technology (physic of solid state, chemistry, electronics, electrical engineering). Despite progress in the experimental and quantum methods in some cases, there are significant discrepancies between the predicted values and experimental results of electron structure determination of complex materials and compounds. Many compounds and some materials for nanotechnology are characterized by complex structure and chemical and phase instabilities. Therefore, it is necessary to create new methods for assessing electronic structures, for example, ionization potentials, affinities to electron, and some other properties.
\nHence the difficulty of determining the first ionization potentials (IP), the affinity of electrons (EA) and other characteristics of the energies of electronic states for such systems.
\nAs known, ionization energy is the energy required to remove an electron from an atom or molecule. The unit of measurement of this physical quantity is the amount of energy required to remove one electron from one atom or molecule, expressed in electronic volts. The ionization potential (IP) is the electrical potential at which an electron leaves an atom or molecule, overcoming the forces of attraction. This process forms a positive ion [27, 28].
\nIf during the electronic transition the geometry of the molecule changes minimally, it is said about the vertical IP. Next, we will consider the vertical potential only. According to the theorem of Koopmans, the first vertical ionization energy of a molecular system is equal to the negative of the orbital energy of the highest occupied molecular orbital (HOMO).
\nThe electron affinity (EA) of an atom or molecule is defined as the amount of energy released or spent when an electron is added to a neutral atom or molecule with the formation of a negative ion [28].
\nIn the chemistry IP and EA are the characteristics for ability of molecules to donor-acceptor properties [27]. These physical values may be used for the determination of the indexes of reactivity of molecules (a characteristic of its chemical activity).
\nIn previous works [2, 14, 20, 21], we established new physical effects between spectral densities (integral absorption, reflection, and transmission characteristics) with IP and EA. We propose to use these effects in determining the energies of electronic states. Methods for determination of IP and EA for molecules and organic semiconductors have been developed. We propose to use these effects in determining the energies of electronic states.
\nThe IP and the EA of materials were estimated from the empirical dependencies linking these characteristics with the integral parameter of UV and/or vis spectrum:
\nwhere Е is effective ionization potential or effective electron affinity, eV; α1 and α2 are empirically determined coefficients, and P is the integral spectral parameter. For example, integrated oscillator force (IOF), color characteristics, integral autocorrelation function or relative empirical parameter, and others (Figure 1).
\nThe first experiments in the detection of the phenomenon (2) were carried out in 1988–1992 together with the Dr. G. Mukaeva [14]. The dependence of IP and EA on the integral oscillator force (IOF) was established by the results of the study of about 200 optical spectra of atoms and organic molecules:
\nIntegral spectral characteristic can be any physical value of general absorption or emission of electromagnetic radiation, such as integral oscillator force (IOF):
\nwhere \n
Let us consider the method, which was proved in our previous works [14, 15]. The IP and EA are estimated according to empirical dependencies which link these characteristics with logarithmic integral index of absorption (1).
\nHere Е is the ionization potential or an electron affinity, eV; α1 and α2 are empirically determined coefficients, eV and eV ·nm−1, respectively.
\nwhere
Table 3 shows the corresponding coefficients for the dependencies (16) in different classes of organic molecules.
\nDependence | \n\n\n | \n|||||
---|---|---|---|---|---|---|
Homologous series | \nIP or EA | \nCoefficient of correlation equations | \nStatistic characteristics | \n|||
α1, eV | \nα2, 10−7 eV nm−1 | \nCorrelation coefficient | \nMean-square deviation, eV | \nVariation coefficient, % | \n||
Polycyclic aromatic compounds | \nIP | \n8.074 | \n−0.0010256 | \n0.76 | \n0.22 | \n3.07 | \n
Polycyclic aromatic compounds | \nEA | \n0.290 | \n0.00064502 | \n0.71 | \n0.16 | \n2.22 | \n
Nitrogen-containing compounds [35] | \nIP | \n10.11 | \n−0.00250000 | \n0.88 | \n0.26 | \n2.46 | \n
Oxygen-containing compounds [35] | \nIP | \n11.03 | \n−0.00347000 | \n0.82 | \n0.32 | \n2.54 | \n
Coefficients of dependence (16) for homologous series.
Breakthrough research in this area was done in collaboration with Dr. D. Shulyakovskii, Dr. E. Kovaleva, Dr. G. Yarmuhamedova, N. Paimurzina, and K. Latypov [20, 21]. We established the following regularities, which connected the integral parameters of the spectrum with IP and EA (18)–(21).
\nIP is the effective ionization potential; EA is the effective electron affinity; Acv is integral autocorrelation function of the electron spectrum (IAFS) (23); μ is the relative empirical autocorrelation parameter (μ, parameter) (24); ε (v) is the density distribution function of the radiation absorption; v is the spectral frequency; \n
Group of organic semiconductor | \nConstants by (18) and (19)eV | \nConstants by (18) and (19), 10−17 eV s | \nDetermination coefficient, R2 | \n|||
---|---|---|---|---|---|---|
γ1 | \nχ1 | \nγ2 | \nχ2 | \nIP | \nEA | \n|
Complex oxy-compounds | \n9.35 | \n0.08 | \n−1.96 | \n1.24 | \n0.90 | \n0.88 | \n
Ketones and aldehydes | \n10.65 | \n−0.02 | \n−2.98 | \n1.76 | \n0.85 | \n0.81 | \n
Constants by (20) and (21), eV | \nDetermination coefficient, R2 | \n|||||
Polycyclic aromatic hydrocarbons | \n||||||
5.43 | \n1.68 | \n1.88 | \n−1.36 | \n0.88 | \n0.87 | \n
Constants and determination coefficients for dependencies (14–16).
In the calculation of integral parameters using the autocorrelation function of the signal, we have used the techniques adopted in statistical physics and spectroscopy [29]. We presented the energy spectrum of the molecule in the form of the integral of the autocorrelation function (IACF), frequency-dependent transitions. The integral autocorrelation function (ACF) is defined by the following formula:
\nwhere \n
In [20] we proposed numerical parameter from IACP in the optical spectra was determined with the logarithmic function. The parameters of the ACF are because numbers are calculated using definite integral.
\nwhere \n
where the numerator of fraction is the integral autocorrelation function (IACF) in the UV spectral region; the denominator is IACF in the UV-vis spectral region; ν\n
The dependencies of IP and EA on the μ-factor for polycyclic aromatic hydrocarbons (PAH) of various classes (Figures 2 and 3) are established [20]. In addition, the dependencies of IP and EA on IACP for oxygen-containing compounds (alcohols, aldehydes, ketones) (Figures 4 and 5) are established [21].
\nRelationship of IP with the relative empirical autocorrelation parameter μ for PAH.
Relationship of EA with the relative empirical autocorrelation parameter μ for PAH.
Relationship of IP from IACF of organic oxygen groups containing molecules.
Relationship of EA from IACF of organic oxygen groups containing molecules.
IP and EA of organic molecules and PAH of different origin are presented in Tables 5 and 6.
\nMolecules | \nμ-parameter | \nIP method DFT, eV | \nIP Eq. (4), eV | \nEA method DFT, eV | \nEA Eq. (5), eV | \n
---|---|---|---|---|---|
Hexahelicene | \n0.900 | \n6.97 | \n6.94 | \n0.64 | \n0.66 | \n
1.2,3.4,7.8-Tribenztetracene | \n0.820 | \n6.82 | \n6.81 | \n0.78 | \n0.77 | \n
Heptaphene | \n0.745 | \n6.60 | \n6.68 | \n0.88 | \n0.87 | \n
Pentacene | \n0.404 | \n6.07 | \n6.10 | \n1.30 | \n1.33 | \n
1,2-Benzpentacene | \n0.503 | \n6.18 | \n6.27 | \n1.23 | \n1.20 | \n
1,2-3,4-8,9-10,11-Tetrabenzpentacene | \n0.600 | \n6.44 | \n6.43 | \n1.10 | \n1.07 | \n
Naphtho-(2′.3′:3.4)-pyrene | \n0.647 | \n6.70 | \n6.52 | \n1.06 | \n1.00 | \n
3,4-Benznaphtho(2″,3″:8,9)-pyrene | \n0.472 | \n6.12 | \n6.71 | \n1.30 | \n0.84 | \n
3,4-Benznaphtho(2″,3″:9,10)-pyrene | \n0.531 | \n6.41 | \n6.20 | \n1.05 | \n1.26 | \n
1,14-4,5-Dibenzpentacene | \n0.765 | \n6.66 | \n6.69 | \n0.86 | \n0.86 | \n
1,2-Benzphenanthrene-(9′,10′:6,7)-pyrene | \n0.775 | \n6.73 | \n6.61 | \n0.78 | \n0.92 | \n
1,16-4,5-Dibenzhexacene | \n0.624 | \n6.28 | \n6.58 | \n1.20 | \n0.95 | \n
1,2-11,12-Dibenzperylene | \n0.378 | \n5.98 | \n6.06 | \n1.41 | \n1.37 | \n
1,12-2,3-Dibenzperylene | \n0.807 | \n6.81 | \n6.78 | \n0.76 | \n0.79 | \n
1,2-5,6-Dibenzcoronene | \n0.760 | \n6.76 | \n6.70 | \n0.84 | \n0.85 | \n
Calculated values of IP and EA.
Molecules | \nACF, 1015 Hz | \nIP method HF, eV | \nIP Eq. (2), eV | \nEA method HF, eV | \nEA Eq. (3), eV | \n
---|---|---|---|---|---|
1-Phenylacetylbutadiene | \n55.46 | \n9.01 | \n9.00 | \n0.99 | \n0.96 | \n
2-Furylpolyenoic acids C4H3O▬(CH〓CH)2COOH | \n61.49 | \n8.92 | \n8.95 | \n1.13 | \n1.06 | \n
Polyenoic acid | \n64.39 | \n8.77 | \n8.87 | \n1.11 | \n1.10 | \n
9-Oxoacridine | \n41.32 | \n8.38 | \n8.69 | \n1.15 | \n1.01 | \n
Calculated values of IP and EA.
EA and IP of organic molecules and semiconductors of different origins are presented in Tables 2 and 3.
\nThus it is established that IP and EA of PAH, calculated by RHF 6-31G** and DFT methods, have the IACF dependence and μ-factor. These dependencies allow simplification of the estimations of IP and EA of organic molecules and PAH of different origin (Tables 5 and 6).
\nThus, new methods for determining characteristics of electronic structure of different molecules and organic semiconductors are developed.
\nSubsequently, dependence (14) was confirmed by the study of IP and EA for various classes of sulfur and nitrogen organic compounds, organic dyes, amino acids, and biological fluids [24].
\nIn studies [2, 3, 4] for very complex multicomponent systems, the problem of determining the electronic structure and, consequently, chemical activity was solved.
\nThe characteristics of the chemical activity can be determined from the electron absorption spectra simplification. The authors introduced new values: effective IP and effective electron affinity [30]. The effective IP and EA are the averaged potentials of ionization and the electron affinity of the radiation-absorbing components.
\nThey allow to estimate the electron states of multicomponent and high-molecular substances, such as heavy residual resins of oil processing, high-molecular mixtures, and others.
\nDetermining the electronic structure of materials and nanomaterials is an important problem of molecular electronics. For this, EPS was used. This application of EPS to determine the electronic structure of high-molecular compounds of petroleum (petroleum asphaltenes) was proposed in our previous works (Dolomatov et al.) [2, 3, 4, 30].
\nThe asphaltenes are complex substances that can be found in crude oil, bitumen, and high-boiling hydrocarbon distillates. The asphaltenes are composed mainly of polyaromatic and heterocyclic compounds with traces of vanadium and nickel, which are in porphyrin structures. The electronic structure of asphaltenes has not been researched enough. The aim of research was to define the electronic structure of various asphaltenes. We have used the EPS methods. Some of the results are shown in Table 7.
\nAsphaltenes | \nEIP, eV | \nEEA, eV | \nBand gap energy, eV | \nQuasi Fermi level, eV | \n
---|---|---|---|---|
Asphaltenes of Radevski oil | \n5.70 | \n1.85 | \n3.85 | \n1.92 | \n
Asphaltenes of Surgut oil | \n5.20–5.70 | \n2.10–2.50 | \n3.10–3.20 | \n1.55–1.60 | \n
Asphaltenes of distillate fraction | \n4.37–5.27 | \n2.44–2.50 | \n1.93–2.77 | \n0.96–1.38 | \n
Hydrogenation asphaltenes of West Siberia oil | \n6.41 | \n2.66 | \n3.75 | \n1.85 | \n
Asphaltenes and resins of Surgut oil | \n5.34 | \n1.82 | \n3.52 | \n1.76 | \n
Asphaltenes of Kushkul oil | \n5.2 | \n1.90 | \n3.30 | \n1.65 | \n
The characteristics of the electronic structure of asphaltenes by EPS method.
Thus for asphaltenes, IP is in the interval from 4.37 up to 6.41 eV and EA differs from 1.82 to 2.66 eV. The size of energy band gap from 1.93 to 3.85 eV indicates that oil asphaltenes belong to amorphous, compensated, wideband semiconductors. The experiments for band gap estimation of the asphaltene molecules were confirmed by electronic structure computing with ab initio methods. The main deduction from this research is that oil asphaltenes can be used as organic semiconductors.
\nThe research [7] (co-author Dr. Shulyakovskaya D. and Dr. Yarmuhametova G.) established the phenomenon of the relationship between the energy of the molecular orbital, which characterizes the IP and EA, and color properties.
\nwhere Е is energy of the boundary molecular orbital (IP or EA), eV; α1 and α2 are empirically determined coefficients eV; q is one of the color characteristics (CCs) for standard light source A, B, C, or D; and CCs can be represented in one of the international color measurement systems (e.g., color coordinates or chromaticity coordinates in XYZ or RGB systems). The color coordinates of polycyclic aromatic hydrocarbons in the XYZ system are shown (Figure 6). These coordinates are calculated in the visible region of the transmission spectra of hydrocarbon solutions according to the formulas (2)–(7).
\nColor characteristics (chromaticity coordinates x and y) of the individual aromatic oil components in XYZ colorimetric system: (1) perylene, (2) tetrabenzpentacene, (3) dibenzpyrene, (4) hexabenzcoronene, (5) 1,2-benzphenantrenopyrene, (6) 2,3-benzperylene, (7) dibenzpentacene, (8) phenantrenopyrene, (9) ovalen, (10)–(12) dibenzperylenes, (13) dibenzpyrene, (14) dinaphtpyrene, (15) tetrabenzheptacene, (16) benzanathtpyrene, (17) dibenzanthanthrene, (18) bisantene, (19) benzanathtpyrene, (20) benzbisantene, (21) dinathteptacene, (22) 1, 2-benzanaphtpyrene, (23) dibenzperylene, (24) dibenzanthanthrene, (25) benzperylene, (26) dinaphtpyrene, and (27) tetrabenzheptacen.
Several classes of compounds, including PAH, were studied by dependence (25). The corresponding coefficients for IP and EA are presented in Tables 8 and 9. As can be seen from the tables, the accuracy of the assessment of ionization potentials and electron affinity is satisfactory. Thus, the effect of the relationship between IP and EA on the color characteristics can be used to simultaneously measure these physical quantities.
\nOrganic semiconductor class | \nCCs | \nCoefficients for IP | \nCorrelation coefficients | \nVariation coefficients (%) | \nStandard deviation ( | \n|
---|---|---|---|---|---|---|
А1 ( | \nА0 ( | \n|||||
Semiconductors containing three and five linear annelated benzene rings and semiconductors of perylene series | \n−0.0120 | \n8.2188 | \n0.90 | \n3.10 | \n0.23 | \n|
−0.0129 | \n8.2035 | \n0.89 | \n3.13 | \n0.23 | \n||
−0.0023 | \n8.2256 | \n0.89 | \n3.17 | \n0.24 | \n||
−0.0024 | \n8.2110 | \n0.89 | \n3.20 | \n0.24 | \n||
Semiconductor of bisantene series and anthanthrene | \n4.7985 | \n3.7638 | \n0.94 | \n4.44 | \n0.31 | \n|
4.5947 | \n3.9328 | \n0.94 | \n4.47 | \n0.31 | \n||
4.2833 | \n3.4563 | \n0.94 | \n4.71 | \n0.32 | \n||
5.3597 | \n2.4476 | \n0.94 | \n4.52 | \n0.31 | \n||
Semiconductors of pyrene series | \n−4.2636 | \n7.8232 | \n0.87 | \n2.85 | \n0.20 | \n|
−4.2503 | \n7.8231 | \n0.86 | \n2.88 | \n0.20 | \n||
\n | \n−0.0110 | \n7.2866 | \n0.87 | \n2.86 | \n0.20 | \n|
−0.0148 | \n7.3764 | \n0.87 | \n2.80 | \n0.20 | \n||
Heterocyclic semiconductors | \n−1.9421 | \n7.7117 | \n0.94 | \n1.92 | \n0.14 | \n|
−1.8822 | \n7.7100 | \n0.93 | \n1.96 | \n0.14 | \n||
−1.1612 | \n7.5854 | \n0.91 | \n2.32 | \n0.17 | \n||
−1.2637 | \n7.5599 | \n0.90 | \n2.41 | \n0.18 | \n
Organic semiconductor class | \nCCs | \nCoefficients (25) for EA | \nCorrelation coefficients | \nVariation coefficients (%) | \nStandard deviation ( | \nSample volume ( | \n|
---|---|---|---|---|---|---|---|
B1 ( | \nB0 ( | \n||||||
Semiconductors containing three and five linear annelated benzene rings and semiconductors of perylene series | \n0.0049 | \n0.6344 | \n0.90 | \n9.92 | \n0.09 | \n29 | \n|
0.0053 | \n0.6407 | \n0.89 | \n10.01 | \n0.10 | \n|||
0.0009 | \n0.6316 | \n0.89 | \n10.77 | \n0.10 | \n|||
0.0010 | \n0.6376 | \n0.89 | \n10.88 | \n0.10 | \n|||
Semiconductor of bisantene series and anthanthrene | \n−1.9716 | \n2.4650 | \n0.94 | \n10.65 | \n0.13 | \n11 | \n|
−1.8879 | \n2.3955 | \n0.94 | \n10.71 | \n0.13 | \n|||
−1.7597 | \n2.5912 | \n0.94 | \n11.29 | \n0.13 | \n|||
−2.2019 | \n3.0056 | \n0.94 | \n10.85 | \n0.13 | \n|||
Semiconductors of pyrene series | \n1.7519 | \n0.7970 | \n0.87 | \n7.62 | \n0.08 | \n20 | \n|
1.7464 | \n0.7970 | \n0.86 | \n7.68 | \n0.08 | \n|||
0.0045 | \n1.0175 | \n0.87 | \n7.64 | \n0.08 | \n|||
0.0061 | \n0.9806 | \n0.87 | \n7.49 | \n0.08 | \n|||
Heterocyclic semiconductors | \n0.7978 | \n0.8430 | \n0.94 | \n5.71 | \n0.06 | \n15 | \n|
0.7732 | \n0.8437 | \n0.93 | \n5.82 | \n0.06 | \n|||
0.4769 | \n0.8949 | \n0.91 | \n6.89 | \n0.07 | \n|||
\n | \n0.5190 | \n0.9054 | \n0.90 | \n7.17 | \n0.07 | \n\n | \n
The dependence of the IP on the chromatic coordinate-Z in the XYZ system for PAH based on three and five linear annular benzene rings and from the perilene series is shown in Figure 7.
\nThe correlation of the first PI and the color characteristic for the compounds with three and five linear annulary benzene rings and from the perilene series. (1) 2,3-benzpizene, (2) 1,12-2,3-8,9-tribenzperylene, (3) 1,12-2,3-dibenzperylene; (4) anthracene [2′,1′:1,2] anthracene; (5) coronene; (6) 2,3–8, 9-dibenzpizene; (7) 3,4-benzpentaphene; (8) pentaphene; (9) perilene; (10) naphtha[2′, 3′:3, 4]pentaphene; (11) 1,12–0-phenylenperilene; (12) 1,2-benzcoronene; (13) 1,2-3,4-5,6-10,11-tetrabenzanthracene; (14) 2,3-8,9-dibenzpizene; (15) 1,2-7,8-dibenzcoronene; (16) 1,12–0-phenyl-2,3-10,11-dibenzperilene; (17) naphtha [2′, 3′:1, 2] coronene; (18) 2,3–10, 11-dibenzperylene; (19) 2,3-benzperylene; (20) 1,2-3,4-5,6-tribenzcoronene; (21) anthracene [2′, 1′,1, 2]tetraphene; (22) 1,2-benzperylene; (23) 1,2-10,11-dibenzperylene; (24) 1,2-3,4-8,9-10,11-tetrabenzpentazene; (25) 1,2-11,12-dibenzperylene; (26) 1,2-8,9-dibenzpentazene; (27) 1,2-benzpentazene; (28) pentazene; and (29) 1,2-7,8-dibenzpizene.
The IP and EA values for various organic molecules obtained by the dependence (11) are confirmed by various modifications of quantum DFT and ab initio methods. In addition, the values of IP were estimated by photoelectron spectroscopy. The results are shown in Tables 10 and 11.
\nOrganic semiconductor class | \nSemiconductor name | \nElectron affinity, eV | \nAbs. accuracy, | \nRel. accuracy, % | \n|
---|---|---|---|---|---|
Regular methods | \nAcc. to CCs | \n||||
Semiconductors containing three and five linear annelated benzene rings and semiconductors of perylene series | \nPentaphene | \n0.85 | \n0.78 | \n0.07 | \n8.24 | \n
Anthraceno[2′,1′:1,2]anthracene | \n0.73 | \n0.77 | \n0.04 | \n5.75 | \n|
2,3-Benzpicene | \n0.62 | \n0.70 | \n0.08 | \n12.81 | \n|
Anthraceno[2′,1′:1,2]tetraphene | \n1.05 | \n1.12 | \n0.06 | \n6.05 | \n|
Pentacene | \n1.19 | \n1.23 | \n0.04 | \n3.36 | \n|
1,2-Benzpentacene | \n1.13 | \n1.22 | \n0.09 | \n7.71 | \n|
1,2-3,4-8,9-10,11-Tetrabenzpentacene | \n1.16 | \n1.20 | \n0.05 | \n4.23 | \n|
1,2-Benzperylene | \n1.19 | \n1.15 | \n0.04 | \n3.55 | \n|
1.2–10.11-Dibenzperylene | \n1.09 | \n1.16 | \n0.07 | \n6.36 | \n|
1.2–11.12-Dibenzperylene | \n1.19 | \n1.22 | \n0.03 | \n2.59 | \n|
1,12-2,3-Dibenzperylene | \n0.66 | \n0.72 | \n0.06 | \n9.75 | \n|
1,12-2,3-8,9-Tribenzperylene | \n0.73 | \n0.72 | \n0.01 | \n0.92 | \n|
1,2-3,4-5,6-Tribenzcoronene | \n1.12 | \n1.11 | \n0.01 | \n1.13 | \n|
Semiconductor of bisantene series and anthanthrene | \nBisantene | \n1.69 | \n1.71 | \n0.02 | \n1.33 | \n
1,14-Benzbisantene | \n1.11 | \n1.18 | \n0.07 | \n6.32 | \n|
3,4-11,12-Dibenzbisantene | \n0.88 | \n0.93 | \n0.05 | \n5.44 | \n|
3,4–10.11-Dibenzbisantene | \n0.99 | \n0.95 | \n0.04 | \n4.27 | \n|
1,2-3,4-8,9-10,11-Tetrabenzbisantene | \n0.89 | \n0.97 | \n0.08 | \n9.03 | \n|
Anthanthrene | \n1.04 | \n0.92 | \n0.12 | \n11.64 | \n|
1,2-7,8-Dibenzanthanthrene | \n0.95 | \n0.95 | \n0.00 | \n0.02 | \n|
Semiconductors of pyrene series | \n3,4–8.9-Dibenzpyrene | \n1.08 | \n1.03 | \n0.04 | \n3.91 | \n
3,4-9,10-Dibenzpyrene | \n1.01 | \n1.02 | \n0.02 | \n1.59 | \n|
3,4-Benzanaft[2″,3″:8.9]pyrene | \n1.02 | \n1.02 | \n0.00 | \n0.36 | \n|
3,4-Benzanaft[2″,3″:9,10]pyrene | \n0.97 | \n1.03 | \n0.06 | \n5.93 | \n|
Dinaft[2′,3′:3,4]-[2″,3″:9,10]pyrene | \n1.00 | \n1.01 | \n0.01 | \n0.97 | \n|
1,14-4,5-Dibenzpetacene | \n1.10 | \n1.04 | \n0.07 | \n6.02 | \n|
\n | \n5,6-15,16-Dibenzhexacene | \n1.06 | \n1.04 | \n0.03 | \n2.65 | \n
Naft[1′,7′:2,16]hexacene | \n1.40 | \n1.40 | \n0.00 | \n0.16 | \n|
1,18-4,5-9,10-13,14-Tetrabenzheptacene | \n1.02 | \n1.02 | \n0.00 | \n0.15 | \n|
Heterocyclic semiconductors | \n9-Anthracentiol | \n0.91 | \n0.93 | \n0.02 | \n2.38 | \n
2,2′;5′,2”-Tertienil | \n0.83 | \n0.87 | \n0.05 | \n5.46 | \n|
2-Tiapyranthion | \n1.26 | \n1.30 | \n0.04 | \n3.22 | \n|
1,3-Ditiolene-2-thione | \n0.83 | \n0.90 | \n0.07 | \n8.78 | \n|
4,5-Cyclohexeceno-1.3-ditiolene-2-thione | \n0.85 | \n0.91 | \n0.06 | \n7.26 | \n|
4-Phenyl-1,3-ditiolene-2-thione | \n0.94 | \n0.90 | \n0.04 | \n4.23 | \n|
Nafto[1,2-b]-1,3-ditiolene-2-thione | \n0.97 | \n0.90 | \n0.07 | \n7.48 | \n|
4,5-Cyclopenteno-1.2-ditiolene-3-thione | \n1.18 | \n1.12 | \n0.06 | \n5.12 | \n|
\n | \n4,5-Cyclohexeceno-1,2-ditiolene-3-thione | \n1.12 | \n1.12 | \n0.00 | \n0.21 | \n
4,5-Cyclohepteno-1,2-ditiolene-3-thione | \n1.18 | \n1.13 | \n0.06 | \n4.75 | \n|
\n | \nThiolane-3,4-dithion | \n1.01 | \n1.00 | \n0.01 | \n1.47 | \n
Results of determining electron affinity of some organic semiconductors [7].
Organic semiconductor class | \nSemiconductor name | \nIonization potential, eV | \nAbs. accuracy, eV | \nRel. accuracy, % | \n|
---|---|---|---|---|---|
Regular methods | \nAcc. to CCs | \n||||
Semiconductors containing three and five linear annelated benzene rings and semiconductors of perylene series | \nPentaphene | \n7.70 | \n7.87 | \n0.17 | \n2.22 | \n
Anthraceno[2′,1′:1,2]anthracene | \n7.99 | \n7.88 | \n0.10 | \n1.26 | \n|
2,3-Benzpicene | \n8.26 | \n8.07 | \n0.19 | \n2.34 | \n|
Anthraceno[2′,1′:1,2]tetraphene | \n7.20 | \n7.04 | \n0.15 | \n2.14 | \n|
Pentacene | \n6.87 | \n6.77 | \n0.10 | \n1.41 | \n|
\n | \n1,2-Benzpentacene | \n7.01 | \n6.80 | \n0.21 | \n3.01 | \n
1,2-3,4-8,9-10,11-Tetrabenzpentacene | \n6.95 | \n6.83 | \n0.12 | \n1.72 | \n|
1,2-Benzperylene | \n6.87 | \n6.97 | \n0.10 | \n1.48 | \n|
1.2–10,11-Dibenzperylene | \n7.12 | \n6.95 | \n0.17 | \n2.38 | \n|
1,2-11,12-Dibenzperylene | \n6.87 | \n6.79 | \n0.08 | \n1.10 | \n|
1,12-2,3-Dibenzperylene | \n8.16 | \n8.00 | \n0.16 | \n1.92 | \n|
1,12-2,3-8,9-Tribenzperylene | \n7.99 | \n8.00 | \n0.02 | \n0.20 | \n|
1,2-3,4-5,6-Tribenzcoronene | \n7.03 | \n7.06 | \n0.03 | \n0.42 | \n|
Semiconductor of bisantene series and anthanthrene | \nBisantene | \n5.66 | \n5.60 | \n0.05 | \n0.96 | \n
1,14-benzbisantene | \n7.06 | \n6.89 | \n0.17 | \n2.42 | \n|
3,4-11,12-Dibenzbisantene | \n7.61 | \n7.50 | \n0.12 | \n1.53 | \n|
3,4–10.11-Dibenzbisantene | \n7.35 | \n7.46 | \n0.10 | \n1.40 | \n|
\n | \n1,2-3,4-8,9-10,11-Tetrabenzbisantene | \n7.60 | \n7.41 | \n0.19 | \n2.56 | \n
Anthanthrene | \n7.24 | \n7.53 | \n0.29 | \n4.06 | \n|
1,2-7,8-Dibenzanthanthrene | \n7.46 | \n7.46 | \n0.00 | \n0.02 | \n|
Semiconductors of pyrene series | \n3,4-8,9-Dibenzpyrene | \n7.14 | \n7.25 | \n0.10 | \n1.44 | \n
Semiconductors of pyrene series | \n3,4-8,9-Dibenzpyrene | \n7.14 | \n7.25 | \n0.10 | \n1.44 | \n
3,4-9,10-Dibenzpyrene | \n7.32 | \n7.28 | \n0.04 | \n0.54 | \n|
3,4-Benzanaft[2″,3″:8,9]pyrene | \n7.29 | \n7.28 | \n0.01 | \n0.13 | \n|
3,4-Benzanaft[2″,3″:9,10]pyrene | \n7.40 | \n7.25 | \n0.14 | \n1.90 | \n|
Dinaft[2′,3′:3,4]-[2″,3″:9,10]pyrene | \n7.33 | \n7.31 | \n0.02 | \n0.32 | \n|
\n | \n1,14-4,5-Dibenzpetacene | \n7.08 | \n7.24 | \n0.16 | \n2.28 | \n
5,6-15,16-Dibenzhexacene | \n7.17 | \n7.24 | \n0.07 | \n0.98 | \n|
Naft[1′,7′:2,16]hexacene | \n6.35 | \n6.36 | \n0.01 | \n0.10 | \n|
1,18-4,5-9,10-13,14-Tetrabenzheptacene | \n7.29 | \n7.28 | \n0.00 | \n0.07 | \n|
Heterocyclic semiconductors | \n9-Anthracentiol | \n7.54 | \n7.49 | \n0.05 | \n0.71 | \n
2,2′;5′,2”-Tertienil | \n7.75 | \n7.64 | \n0.11 | \n1.40 | \n|
2-Tiapyranthion | \n6.69 | \n6.60 | \n0.10 | \n1.46 | \n|
1,3-Ditiolene-2-thione | \n7.76 | \n7.58 | \n0.18 | \n2.27 | \n|
4,5-Cyclohexeceno-1,3-ditiolene-2-thione | \n7.69 | \n7.54 | \n0.15 | \n1.95 | \n|
4-Phenyl-1,3-ditiolene-2-thione | \n7.48 | \n7.58 | \n0.10 | \n1.29 | \n
Results of determining of the first ionization potentials of some organic semiconductors [7].
From the received results, it follows that the equation is distributed to substances with IP < 9.8 eV, i.e., it covers the majority of organic substances.
\nThus, it can be concluded that the effects (21)–(25) discovered by us allow us to estimate the energy levels of quantum systems with sufficient accuracy. This is important for the study of multi-electron systems in molecular electronics and nanotechnology and chemistry such as single molecules, atomic clusters, and high-molecular systems. From here it follows that electronic spectra and color characteristics can be applied to the definition of various characteristics of substances.
\nThis cycle of works is described [22, 23, 24, 25, 26] and executed together with Dr. N. Kalashchenko and Dr. S. Dezortsev. The experiments were conducted at the Ufa Medical University and the Republican Clinic named after Kuvatov (Ufa, Russia).
\nColorimetric studies of blood are actively used in medicine [31], criminal law [32], and the food industry [33, 34]. In medical practice, colorimetric methods are used to determine the hemoglobin concentration in the blood of a patient (the color index) [35]. Today a rather exact (±1%) cyanomethemoglobin photometric method is used everywhere, in which cyanomethemoglobin is determined at a wavelength of 540 nm after preparation of a working solution of the blood in Drabkin reagent. Various modifications of this method do not change its essential physical nature [6]. Furthermore, spectral analysis in the visible region has been used to determine oxyhemoglobin and other hemoglobin-containing compounds from the absorption spectra of blood and its solutions [36]. Despite this, the quantitative colorimetric characteristics of blood have not been studied before.
\nThe aim of this work was to study the color characteristics of hemolyzed blood, plasma, and serum from donors in the visible range of the absorption spectra by standard CIE methods (International Commission on Illumination, 1964).
\nThe basic color characteristics (lightness and chromaticity coordinates) determine the position of the color of the specimen in an arbitrary color space and are found by the CIE method [11, 12].
\nThe familiar spectrophotometric method for color measurements involves measuring the spectral power distribution of the radiation followed by calculation of the color coordinates by multiplying the determined spectral power distribution function times the three color-matching functions and then integrating the products. For the spectral power distribution function of the source E(λ), the spectral transmittance function τ(λ), and x(λ), y(λ), and z(λ) (the color-matching functions) and the color coordinates X, Y, and Z are determined by integration over the wavelength range for visible radiation 380–760 nm. In practice, integration is replaced by summation over the interval dλ (from 5 to 10 nm), since the spectral functions under the integral sign are usually not easily integrated:
\nThe spectral power distribution and the spectral transmittance curve are measured by separating light into a spectrum, such as in a spectrophotometer or monochromator. The color-matching curves are specified as tables of values of the specific coordinates in 10 nm steps. There are also tables of E(λ)x(λ) values for standard CIE light sources A, B, C, and D, characterizing the most typical natural (B, C, D) and artificial (A) illumination conditions.
\nThe chromaticity coordinates are calculated using the formulas.
\nThe coordinate Y characterizes the lightness (luminance) of the specimens.
\nThe quantitative colorimetric characteristics of hemolyzed blood, plasma, and serum described by formulas (26) and (27) in the standard CIE method are connected with the transmittance or reflectance spectra and are integrated parameters determined over the entire visible region of the electromagnetic spectrum. So it is assumed that they carry information about the condition of the entire body. In our approach, blood and its components are considered as a single, indivisible light-absorbing system.
\nThe experiment. The objects of investigation were solutions of hemolyzed blood and solutions of plasma and serum (prepared from that blood) of the same concentration from 100 male and female donors (in different blood groups and age groups) and from 95 patients who were assigned to three arbitrary groups: (I) 41 patients with purulent diseases (osteomyelitis, purulent fistulas, gonitis), (II) 41 resuscitated patients (acute myocardial infarction, acute cerebral circulatory collapse, chronic cardiac insufficiency), and (III) 13 patients with cirrhosis of the liver. We determined the color characteristics of the “average” donor (without separating the donors according to blood, sex, and age groups) and compared them with the analogous characteristics of patients from the different groups. The blood for the studies was drawn at a blood donation center and in clinical departments by standard procedures [37].
\nThe spectra of the solutions of hemolyzed blood, plasma, and serum of concentration 2.5 vol.% (1.40) were taken in quartz cuvets with thickness of the working layer of liquid equal to 10 mm at room temperature, on an SF-2000 spectrophotometer in the range 200–1000 nm in 20 nm steps. As the solvent and the reference solution, we used distilled water for injection, which is optically neutral under the experimental conditions and is the natural physiological solvent in the human body. The hemolyzed blood was prepared using a standard heparin solution, and the plasma was prepared using the preservative Glyugitsir.
\nIn addition to the averaged values of the color coordinates and the lightness value, we calculated the standard deviation, the confidence interval for significance level α = 95%, and the coefficient of variation.
\nFigure 8 shows the averaged spectra for the hemolyzed blood, plasma, and serum from the patients in all three examined groups compared with the corresponding averaged spectra of the donors. There are clear differences between the different groups of patients.
\nSpectra of hemolyzed donor blood (1), plasma (2), and serum (3) in the UV and visible regions (averaged over 100 donors).
For the plasma and serum, over the entire studied region, the group spectra for the patients lie higher than the averaged spectra of the donors, and their positional order is consistent: the averaged spectrum for patients with purulent diseases lies above the averaged spectrum for the donors, the averaged spectrum for the resuscitation patients lies above that spectrum, and the averaged spectrum for patients with cirrhosis of the liver lies even higher. Probably such positioning of the spectra reflects the severity of the general condition of the patients, if we assume that cirrhosis is the most severe condition for the patients with the least likelihood of recovery. We do not observe such a dependence for the hemolyzed blood: the averaged spectrum for the patients with purulent diseases lies below the averaged spectrum for the donors (Figure 9).
\nAveraged spectra of hemolyzed blood (a), plasma (b), and serum (c) of examined groups of patients (▲ = donors, ¨ = I, ¤ = II, × = III) compared with averaged spectrum of hemolyzed blood, plasma, and serum, respectively, from donors [
Table 12 gives the averaged color coordinates and lightness for the donors and each group of examined patients, calculated for the solutions of blood, plasma, and serum as a single light-absorbing system according to the standard CIE method. For the donors, the chromaticity coordinate x varies from 0.320 ± 0.001 (for serum and plasma) to 0.630 ± 0.008 (for hemolyzed blood). The coefficients of variation in this case also decrease from 4.7 for blood down to 1.3 for serum. The chromaticity coordinate y for the donors has similar values: 0.320 ± 0.002 for plasma and serum and 0.340 ± 0.003 for blood. The coefficients of variation for y steadily decrease from 3.2 for blood down to 2.0 for serum. The parameter z for the donors is higher for serum and plasma (0.360 ± 0.003) than for blood (0.030 ± 0.005). The coefficient of variation for this parameter is maximum for blood (67.6) and minimum for serum (2.5). The lightness, as expected, has the maximum value (84.88–1.54) for serum and the minimum value (11.55–0.67) for hemolyzed blood. For plasma, this parameter is close to the value typical of serum.
\nParameter | \nHemolyzed blood | \nPlasma | \nSerum | \n|||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Donors | \nI | \nII | \nIII | \nDonors | \nI | \nII | \nIII | \nDonors | \nI | \nII | \nIII | \n|
Chromaticity coordinate | \n||||||||||||
Mean value | \n0.63 | \n0.59 | \n0.64 | \n0.34 | \n0.32 | \n0.335 | \n0.33 | \n0.35 | \n0.32 | \n0.32 | \n0.32 | \n0.35 | \n
Standard deviation | \n0.029 | \n0.041 | \n0.032 | \n0.048 | \n0.005 | \n0.009 | \n0.013 | \n0.02 | \n0.004 | \n0.009 | \n0.016 | \n0.019 | \n
Confidence interval, α = 0.95 | \n0.01 | \n0.01 | \n0.01 | \n0.02 | \n0.001 | \n0.002 | \n0.004 | \n0.01 | \n0.001 | \n0.002 | \n0.005 | \n0.009 | \n
Coefficient of variation | \n4.7 | \n6.9 | \n5.46 | \n8.11 | \n1.6 | \n2.65 | \n4.13 | \n5.82 | \n1.3 | \n2.9 | \n4.93 | \n5.5 | \n
Chromaticity coordinate | \n||||||||||||
Mean value | \n0.34 | \n0.35 | \n0.35 | \n0.36 | \n0.32 | \n0.33 | \n0.34 | \n0.36 | \n0.32 | \n0.33 | \n0.34 | \n0.37 | \n
Standard deviation | \n0.011 | \n0.013 | \n0.011 | \n0.014 | \n0.008 | \n0.011 | \n0.011 | \n0.019 | \n0.006 | \n0.011 | \n0.012 | \n0.019 | \n
Confidence interval, α = 0.95 | \n0.003 | \n0.003 | \n0.003 | \n0.007 | \n0.002 | \n0.003 | \n0.004 | \n0.009 | \n0.002 | \n0.003 | \n0.004 | \n0.009 | \n
Coefficient of variation | \n3.2 | \n3.67 | \n3.07 | \n3.98 | \n2.6 | \n3.36 | \n3.37 | \n5.27 | \n2.0 | \n3.55 | \n3.61 | \n5.22 | \n
Chromaticity coordinate | \n||||||||||||
Mean value | \n0.03 | \n0.005 | \n0.05 | \n0.06 | \n0.36 | \n0.34 | \n0.33 | \n0.29 | \n0.36 | \n0.35 | \n0.34 | \n0.29 | \n
Standard deviation | \n0.02 | \n0.028 | \n0.024 | \n0.034 | \n0.012 | \n0.017 | \n0.024 | \n0.039 | \n0.009 | \n0.019 | \n0.026 | \n0.038 | \n
Confidence interval, α = 0.95 | \n0.005 | \n0.007 | \n0.008 | \n0.017 | \n0.003 | \n0.004 | \n0.008 | \n0.019 | \n0.003 | \n0.005 | \n0.008 | \n0.019 | \n
Coefficient of variation | \n67.6 | \n53.77 | \n53.16 | \n61.58 | \n3.3 | \n4.98 | \n7.29 | \n13.46 | \n2.5 | \n5.53 | \n7.76 | \n13.26 | \n
Lightness | \n||||||||||||
Mean value | \n11.55 | \n14.82 | \n12.99 | \n13.46 | \n78.94 | \n67.82 | \n63.04 | \n36.66 | \n84.88 | \n79.34 | \n72.42 | \n48.08 | \n
Standard deviation | \n2.46 | \n3.5 | \n2.72 | \n5.8 | \n8.17 | \n12.42 | \n14.79 | \n19.65 | \n5.58 | \n10.21 | \n16.46 | \n22.77 | \n
Confidence interval, α = 0.95 | \n0.67 | \n0.9 | \n0.85 | \n2.84 | \n2.19 | \n3.11 | \n4.62 | \n9.63 | \n1.54 | \n2.62 | \n5.14 | \n11.15 | \n
Coefficient of variation | \n21.3 | \n23.86 | \n21.38 | \n43.07 | \n10.3 | \n18.11 | \n23.92 | \n53.6 | \n6.6 | \n13.03 | \n23.2 | \n47.35 | \n
In determining the color range (see Figure 9a) for the dilute solutions (1.40) of hemolyzed blood, plasma, and serum from the donors, the color range of blood falls within the red region of the spectrum; the range for plasma and serum falls within the yellow region with lower saturation, which supports the correctness of our experiments and calculations. The corresponding regions for the color range for the patients cover a larger area than for the donors (Figure 9b). In order to better visualize the results obtained, we calculated the color coordinates for the studied specimens with correction for concentration. All the points for the donors lie within the yellow-orange region with saturation of 30–50%, which corresponds to the visual observations.
\nThe average values of the color coordinates for all the patient groups (see Table 12) are virtually no different from the averages for the donors except for patients with cirrhosis of the liver, for which the bilirubin blood concentration sharply increases. As a result of this, the plasma and serum take on a saturated orange color, which is reflected in the spectra and accordingly in their color characteristics. For the same reason, the lightness of the plasma and serum for these patients is much lower (by almost a factor of two) than for the rest. However, we do not observe sharp differences in the spectra of the hemolyzed blood.
\nThe lightness of the plasma and serum depends on the condition of the patients. Thus the average values of this parameter for the plasma decrease as the severity of the diseases increases: from 78.94 for the donors up to 67.82 for septic patients, 63.04 for resuscitated patients, and 36.66 for patients with cirrhosis of the liver.
\nIn the future, we performed new experiments in which the possibility of diagnosis of liver cirrhosis by color characteristics of blood was considered [23].
\nThe color characteristics of the samples of blood plasma were calculated after processing spectra. The selective figures of the chromaticity coordinates of patients with liver cirrhosis and healthy people are shown in Table 13.
\nSamples of blood plasma | \nPatients with liver cirrhosis | \nHealthy people | \n||
---|---|---|---|---|
x | \ny | \nx | \ny | \n|
1 | \n0.348 | \n0.350 | \n0.322 | \n0.324 | \n
2 | \n0.345 | \n0.348 | \n0.324 | \n0.326 | \n
3 | \n0.341 | \n0.343 | \n0.318 | \n0.315 | \n
4 | \n0.383 | \n0.373 | \n0.331 | \n0.325 | \n
5 | \n0.348 | \n0.357 | \n0.321 | \n0.315 | \n
6 | \n0.339 | \n0.348 | \n0.323 | \n0.317 | \n
7 | \n0.360 | \n0.368 | \n0.315 | \n0.316 | \n
8 | \n0.350 | \n0.363 | \n0.322 | \n0.326 | \n
9 | \n0.372 | \n0.375 | \n0.33 | \n0.331 | \n
10 | \n0.342 | \n0.347 | \n0.309 | \n0.31 | \n
11 | \n0.344 | \n0.346 | \n0.313 | \n0.311 | \n
12 | \n0.359 | \n0.356 | \n0.326 | \n0.325 | \n
13 | \n0.345 | \n0.347 | \n0.317 | \n0.318 | \n
14 | \n0.357 | \n0.359 | \n0.314 | \n0.317 | \n
15 | \n0.353 | \n0.360 | \n0.319 | \n0.325 | \n
The chromaticity coordinates (x and y) of patients with liver cirrhosis and healthy people [25].
Then the statistical analysis of the data was made. The basic statistics for all the investigated samples are shown in Table 14.
\nStatistical indicators | \nPatients with liver cirrhosis | \nHealthy people | \n||
---|---|---|---|---|
x | \ny | \nx | \ny | \n|
Mean | \n0.352 | \n0.356 | \n0.320 | \n0.320 | \n
Confidence interval | \n0.006 | \n0.005 | \n0.001 | \n0.002 | \n
Dispersion, σ | \n0.02 | \n0.02 | \n0.005 | \n0.008 | \n
Error of mean | \n0.003 | \n0.002 | \n0.001 | \n0.001 | \n
Variation coefficient | \n5.62 | \n4.80 | \n1.6 | \n2.6 | \n
The statistical characteristics of chromaticity coordinates for blood plasma of healthy individuals and patients with liver cirrhosis in the XYZ system [25].
Totalities of samples have a distribution close to normal and similar values of dispersion; therefore the t-test can be used to assess the reliability of the results. T of t-test for the chromaticity coordinate x was 10.57, for y—12.9. The critical value of t for confidence probability p = 0.999 is 3.5, which is much smaller than the obtained results. Consequently, the differences between chromaticity coordinates of groups of patients and donors were statistically significant.
\nThe differences between the color characteristics of blood plasma of patients with liver cirrhosis and healthy subjects are shown in Figure 10.
\nBlood plasma of patients with liver cirrhosis and healthy people on the chromaticity diagram of system XYZ (Source C) [
Colorimetric method established that a healthy person is characterized by the following indicators of chromaticity coordinates:
\nPatients with liver cirrhosis are characterized by the following color characteristics: x = x = 0.352 ± 0.006 y = 0.356 ± 0.005.
\nHaving made the statistical processing, the data revealed that color characteristics of blood plasma of patients with liver cirrhosis differ from color characteristics of blood plasma of healthy people with a high degree of reliability.
\nInvestigation of human blood plasma by colorimetric methods can be used to express diagnosis of liver cirrhosis. A healthy person is characterized by the following indicators of chromaticity coordinates: x = 0.32 ± 0.001, a = 0.32 ± 0.002. Patients with cirrhosis of the liver are
Hence based on the integrated absorption spectra according to the standard CIE system, using the absorption coefficient for radiation in the visible wavelength range, we quantitatively determined the normal and pathological average color characteristics of human blood and its components (plasma and serum). The condition of the body is most adequately described using the lightness parameter for the aqueous solutions of plasma and serum. The method can be used in medical practice for rapid health assessment.
\nPlants have developed a wide variety of highly sophisticated and efficient mechanisms to sense, respond, and acclimatize to a wide range of environmental changes. They have responded by activating tolerance mechanisms at multiple levels of organization (molecular, tissue, anatomical, and morphological), through the adjustment of membrane systems and cell wall architecture. This includes altering the cell cycle and rate of cell division and also by metabolic tuning [1]. Many molecular genes are induced and repressed by abiotic stresses at molecular level involving a precise regulation of extensive stress-gene networks [2, 3], and their products may function in stress response and tolerance at cellular level. Proteins involved in multiple protein functions, such as biosynthesis of osmo-protectant compounds, detoxification enzyme systems, proteases, transporters and chaperones, act as a first line of direct protection from stress. Moreover, regulatory proteins, for instance, transcription factors, protein phosphatases and kinases, and signaling molecules activation are essential in regulation of signal transduction and stress-responsive gene expression [4, 5].
Generally, observed tolerance responses toward abiotic stress in plants are composed of stress-specific response mechanisms and adaptive responses that confer strategic advantages in adverse conditions. In energy maintenance, general response mechanisms related to central pathway are involved, including calcium signal cascades [6], reactive oxygen species (ROS) signaling elements [7, 8], and energy deprivation signaling (energy sensor protein kinase, SnRK1) [9]; and induction of these central pathways is observed during plant acclimation toward different stress. Protein kinase SnRK1, despite being central metabolic regulator of the expression of genes related to energy-depleting conditions, also get activates when plants face different sorts of abiotic stresses such as drought, salt, flooding, or nutrient depravation [10, 11]. SnRk1 kinases alter over 1000 stress-responsive genes expression allowing the re-establishment of homeostasis by repressing energy consuming processes, thus promoting stress tolerance [10, 12]. Optimization of cellular energy resources during stress for plant acclimation has been found to be imperative; and partially arrested energetically expensive process, such as reproductive activities, translation, and some biosynthetic pathways [13]. For instance, in maize, during salt stress and potassium deficiency stress, nitrogen and carbon assimilations are impaired; also, the synthesis of free amino acids, chlorophyll, and protein is also affected [14, 15]. After cessation of energy-expensive process, energy resources can be redirected to activate protective mechanisms [16].
Plants are sessile organisms, which are continuously being confronted with several detrimental factors rising from ever-changing environment, and to cope with these problems, they have developed sophisticated and delicate defense mechanisms. In fact, diverse defense signal including the production of reactive oxygen species (ROS), change in redox potential or cellular level of Ca2+ ion, disruption of ion homeostasis, and membrane fluidity adjustments are activated [17, 18]. Once external stress is sensed via specific receptors, foreign signal is induced into intracellular downstream signaling pathways including the activation of protein kinase or phosphatase, stimulation of downstream target proteins, and biosynthesis of phytohormones for the control of plant growth/development [19, 20].
Gene expression can be adversely affected by salinity, drought, and temperature stress, and many genes coding for enzymes involved in cellular metabolism are differentially expressed upon stress, thus modeling some stress-related transcription factors to induce changes in stress-associated metabolite levels [4].
For the synthesis of secondary metabolites and signaling molecules, several amino acids can act as precursors, for instance, polyamines are derived from Arg [21], Met synthesized the plant hormone ethylene [22], and conversion of Lys to N-hydroxy pipecoline is necessary for immune signaling [17, 23]. Moreover, several aromatic amino acids, such as Phe, Tyr, and Trp, or intermediates of their synthesis pathways produce a broad spectrum of secondary metabolites possessing multiple biological functions and health-promoting properties [24]. Usually, plants exposed to different abiotic stresses tend to accumulate free amino acids [25, 26], as exemplified to this response, [27] reported extensive accumulation of amino acid in response to drought stress in maize, cotton, tomato, and the resurrection plant. Also, recent studies conducted by [26, 28, 29, 30] suggest increment in free amino acids as a result of autophagy and abscisic acid. Similarly, plants surviving in stressed environment can use amino acids as an alternative for mitochondrial respiration substrates during inadequate carbohydrate supply due to a decrease in photosynthesis rates [29, 31]. Although ambiguity still remains for the specific role of catabolic pathways, the degradation pathways for Lys and the branched-chain amino acids Val, Leu, and Ile have already been identified as crucial factors for dehydration tolerance for
Members of the AP2/EREBP (Apetala2/ethylene-responsive element binding protein) family of transcription factors, CBF/DREB1 proteins (C-repeat binding factor or dehydration responsive element binding proteins), such as CBF1/DREB1B, CBF2/DREB1C, and CBF3/DREB1A play an important role in the transcriptional response to osmotic stress [33, 34, 35, 36, 37] and stated improved tolerance of
The biological research of abiotic stress in plants can be studied in broad range of transcriptomic and proteomic-based, provides the comprehensive information, during and following stress condition, on alteration of gene expression and proteome profile, the study about 30 min to 1 day after induction, and time lapse between transcriptomic and proteomic suggest more than 50% of genes responsive to flood, heat, and other stress were found to encode transcription regulators [41].
Prolonged water deficit in the soil causes drought, which vastly affects the metabolism and physiological function in growing plant especially roots and responsive for water supply from soils to leaves and photosynthesis, respectively. Most of the proteomic evidence has been noticed due to drought condition, six steps prominently occur in the responsive drought stress. Signaling and sensing receptor, yet not specially but drought-responsive photoreceptor, phytochrome C1, found in maize, phytochrome gene (i.e.,
Phytohormones play important role in signal transduction pathways such as drought-increased ethylene-responsive transcription factor (ERF) in
Gene expression plays important role in the transcriptional regulatory networks, requires chromatin structure modification, i.e., histone, major protein of chromatin, and regulates the expression and high mobility group protein (HMG), involved in cell cycle progression. Among several histones, histone H1 was decreased in a drought-sensitive
Several RNA processing-related proteins changed over the stress condition, represent the critical for plants to cope with. Five glycine-rich RNA-binding proteins (GR-RBPs) increased with drought and three GR-RBPs decreased with drought, which bind to RNA molecules for transcriptional gene regulation and suspected to function in the regulation of specific gene expression. For instances, transgenic rice consists of GR-RBPs gene showing higher yield and drought recovery rate as compared with wild rice [56], besides overexpressed in
Most fundamental metabolic process to cope with drought stress, a plant can attribute to protein synthesis and turnover. Several proteins are involved in protein biosynthesis, such as ribosomal protein (RP), elongation factor (EF), translation initiation factor (TIF), tRNA synthase (TRS), and ribosome recycling factor (RRF), beneficial to protein synthesis, besides protein folding and processing varies cultivars and species. Instances, peptidyl-prolyl
Protein degradation, process of removing the abnormal, damaged protein, and maintenance of certain level of regulatory proteins during drought, includes the components such as ubiquitin/26S proteasomes, small ubiquitin-like modifier (E3 SUMO) ligase, and proteases/peptidases (ATP-dependent Clp proteas, cysteine proteinase, zinc metalloprotease, aspartic proteinase, serine carboxypeptidase, and aminopeptidases (APs)). These components show positive response in
Due to drought condition, it interrupts the normal cellular mechanism, results to produce the ROS. Plants evolve diverse mechanism to keep ROS homeostasis in cells, including antioxidative enzymes, e.g., SOD (first defense mechanism by converting O2 into H2O2) and CAT (convert H2O2 into H2O and O2) and chemical antioxidant (e.g., glutathione and ascorbate). Diverse abundance of SODs in cystolic, peroxisomeas as well as in chloroplast helps in the drought tolerance and avoidance. For instance, increment of cystolic Cu-Zn SODs drought avoidance CT9993 and drought tolerance IR62266), while e chloroplast Cu-Zn SODs were increased in CT9993, but decreased in IR62266 [57], additionally in cultivar of
There will be occurrence of pathogen when left plant for water deficit condition, but some pathogenesis-related protein, namely chitinase, disease resistance protein (DRP), polyphenol oxidase (PPO), oryzacystain, pathogen defense-related protein 10 (PR10), and disease resistance gene analog PIC15 increased in the response of drought condition. These proteins act as the pathogen by acting on insect exoskeleton and fungi cell walls, catalyzing the oxygen-dependent oxidation of phenols to quinines’ during plant defense, acting as cysteine proteinase inhibitor in the phytocystatin family of proteinase inhibitors. For example, overexpression of oryzacystain gene in Tobacco displayed an increase of drought tolerance by improving total SOD and guaiacol POD activities.
Osmotic regulation will be hindered due to exposed to water deficit, but important osmotic homeostasis-related protein, namely embryogenesis abundant (LEA) protein, dehydrin (DHN), and betaine aldehyde dehydrogenase (BADH), which function as cellular protectants to stabilize cellular components, protein structure through detergents and chaperone like properties, act as calcium buffer. LEA proteins were also increased in
Cell division and cell wall formation decreased due to decrease of phosphorylation of several protein (cell division cycle protein, division protein ftsZ1, and cyclin A2) when exposed to drought, which implies the suppression of cell growth. Cytoskeleton and cell wall component require for cell division, morphogenesis, and signal transduction, while cytoskeleton protein, namely actin, kinesin motor protein, tubulin, profilin, actin depolymerizing factor, and fibrillin to check the cell growth during stress. Additionally, the translationally controlled tumor protein homolog (TCTP) is a Ca2+-binding protein, which protect against stress and apotosis, cell growth, and microtubule organization, which was significantly drought increased in
Cell wall extensibility was directly affected by water loss, while cell wall polysaccharide synthesis/hydrolysis, lignin biosynthesis, and cell wall loosening in leaves were drought-responsive enzymes. Two enzymes, glycosylated polypeptide and pectinacetylesterase, involved for polysaccharides synthesis, another two enzymes xylanase inhibitor and polygalacturonase inhibitor, involved in polysaccharide hydrolysis inhibition. Three lignin biosynthesis-related proteins, phenylalanine ammonia-lyase (PAL), caffeic acid 3-
Membrane trafficking localized in mitochondrion, plasma, and vacuole. Two mitochondrion protein carriers (dicarboxylate/tricarboxylate carrier (DTC) and 2-oxoglutarate/malate carrier protein (OMC)), catalyze the transport of various metabolites (e.g., dicarboxylates, tricarboxylates, amino acids, and keto acids), play important role in gluconeogenesis, nitrogen metabolism, as well as biotic stress [68]. Another, Remorin, aquaporin and PEG, plant-specific plasma membrane protein have importance in plant-microbe interaction and signal transduction [69]. In addition, vacuolar H+-pyrophosphatase (V-PPase), vacuolar-ATPase (V-ATPase), and ABC transporter ATPase, important for or translocating H+ into the vacuoles to generate a gradient of H+, which provide a driving force for the accumulation of ions and other solutes in the vacuole and function for abiotic stress.
Photosynthesis inhibition is the primary detrimental effect due to drought stress, and related protein decrease. To cope with this situation, drought increased protein involved in the photoreaction and Calvin cycle in leaves. Light-harvesting chlorophyll a/b-binding proteins (LHCB), involved in ABA signaling partially by modulating ROS homeostasis, besides, abundance of sedoheptulose-1,7-bisphosphatase (SBPase) and carbonic anhydrase (CA), catalyzes the reversible hydration of CO2, and influence in internal conductance and abundance of protein involved in photorespiration, significantly increases and decreases glycolate oxidase, glycine dehydrogenase, serine glyoxylate aminotransferase, and serine transhydroxymethyl transferase, aminomethyl transferase (AMT), and glycine dehydrogenase to adapt the drought stress. The mechanism in photorespiration can protect the photosynthesis from photoinhibition and prevent ROS accumulation in green tissues.
Involvement in carbohydrate and energy metabolism is important step to cope with drought condition. Phosphoglucomutases (PGluMs), fructose-bisphosphate aldolase (FBPA) in glycolysis and aconitate hydratases in TCA cycle increased in drought condition, which inhibit the accumulation of sugars as osmolyte or energy source for recovery, while the increase of glycolysis and TCA may act as a strategy for providing energy during the activation of stress defenses, especially when the photosynthesis was inhibited. The change in mitochondrial electron transport chain and ATP synthesis related protein implies ability to enhance energy production to maintain physiological activity and inhibit stress damage.
Due to the drought condition, nitrogen assimilation decreased in the reduction of NR, GS, and GOGAT, which was main reason for yield reduction. Similarly, the decline of aspartate aminotransferase (AST) and alanine aminotransferase (ALAT) indicates that drought stress inhibits the amino-acid metabolism and synthesis of other metabolites. At the same time,
Acetyl-coenzyme A carboxylase carboxyl transferase, acyl carrier protein, enoyl-acyl carrier protein reductase, and lipoxygenase 6 involved in fatty acid biosynthesis, and enzymes thiolase I, thiolase II, and acyl-CoA dehydrogenase used for fatty acid degradation. Greater composition of unsaturated fatty acid in membrane lipids contribute to superior leaf dehydration tolerance and maintain membrane integrity and preserve cell compartmentation under water stress, in addition, two flavonoid biosynthesis related proteins (i.e., chalcone isomerase (CHI) and dihydroflavonol-4-reductase) involved in secondary metabolism were also changed in response to drought.
Deprivation of the soil oxygen due to consequence of flooding and forced the plant to shift from aerobic to anerobic respiration [70], which regenerate NAD+, through ethanol fermentation by selectively synthesizing flooding-inducible proteins involved in sucrose breakdown, glycolysis, and fermentation [13]. Several glycolysis-related proteins, including fructose-bisphosphate aldolase, phosphoglycerate kinase [64], glyceraldehyde-3-phosphate dehydrogenase [71], enolase [72], sugar isomerase, phosphofructo-kinase [73], and pyruvate kinase [72] are increased in soybean under flooding stress, indicate the glycolysis and fermentation pathways activation, initiating for plants protecting plant from flooding induced damage, whereas decrease of fructose-1,6-bisphosphate aldolase and sucrose-fructan 6-fructosyl transferase in wheat show response to flooding stress. Othersides, fermentation under anaerobic condition, influence the accumulation of fermented related proteins such as alcohol dehydrogenase (ADH) and pyruvate carboxylase, and indicates that activation of the alcohol fermentation pathways, to cope the hypoxic condition. The conversion of acetaldehyde to ethanol by ADH with concurrent reoxidation of NAD+ for the continuation of glycolysis. The fermentation related enzyme pyruvate decarboxylase, and aldehyde dehydrogenase increase to accelerate the energy production via nonoxidative pathways, even growth is suppressed.
In other sides, flooding stress induces impairment of the electron transport chain in plants. Protein related to complexes II, IV, and V of the electron transport chain decreased in abundance and while, succinate-semialdehyde dehydrogenase, 2-oxoglutarate dehydrogenase, and gamma-amino butyrate are significantly increased, which are required for energy production via non-oxidative pathways [72]. Oxaloacetate produced in TCA cycle stimulates phosphoenol pyruvate synthesis and provides the indirect simulation for the continuation of glycolysis. Reduction of energy metabolism-related proteins, including citrate synthase, glutamate dehydrogenase, and adenosine kinase, in wheat roots under waterlogging stress [74]. In addition, energy-related proteins such as beta-amylase, malate dehydrogenase, fructose-1,6-bisphosphatase, and phosphoenol pyruvate carboxykinase are decreased in response to flooding stress, indicating that gluconeogenesis is suppressed in wheat under these conditions [10]. RuBisCo sub unit binding protein alpha sub unit and RuBisCO activate degraded and senescence in high ROS condition and decreased the chlorophyll content, results to decrease in net energy production.
ROS recognized as toxic byproduct of aerobic metabolism and controlled by anti-oxidants and anti-oxidative enzymes. The plant development of well-organized scavenging mechanism to overcome ROS toxicity likely to led to the use of reactive molecules as signal transducers in plant cells. ROS production in cellular organelles, such as plastids, mitochondria, and peroxisomes, involved in signaling cascades controlled by production and scavenging of ROS intermediates [27]. ROS scavengers, such as peroxidase, APX, cytosolic APX, and superoxide dismutase (SOD), linked to bio photon emissions and decreased photosynthesis and beneficial for normal metabolism and cell signaling.
Cell wall modification related proteins, namely polygalactouronase inhibitor-like and expansion-like B1-like proteins and cell wall synthesis related protein such as cinnamyl-alcohol dehydrogenase and cellulose synthase-interactive protein-like protein abundance response under water logged condition. Flooding stress induces the assimilation of methionine and promotes cell wall hydrolysis, thereby restricting growth so, under the waterlogged stress, cell wall synthesis related proteins decrease, cell wall loosening related protein increase and cell wall lignification is suppressed.
Proteolysis, protein folding and storage plays important role in the removing the flooding damage induced non-active proteins [40]. Heat shock proteins act as molecular chaperones in preventing protein aggregation, translocation of nascent chains across membranes, assembly or disassembly of multimeric protein complexes, and targeting proteins for lysosomal or proteasomal degradation [40]. The ubiquitin/proteasome-mediated proteolysis of enzymes involved in glycolysis and fermentation pathways may be negatively controlled under the hypoxic condition caused by flooding stress [40].
Post recovery protein metabolism is less studied but studied by [75] Gro-EL-like chaperone ATPase, 26 S proteasome regulatory subunit 7, 26 S regulatory subunit S 10B, and cyclophilin were decreased in seedlings recovering from flooding stress, whereas globulin-like protein, Kunitz trypsin protease inhibitor, and peptidyl-prolyl cis-trans isomerase 1 were increased, and soybean root recovers from flooding by altering cell structure, strengthening cell wall lignification, and scavenging toxic ROS.
One of the major abiotic stresses is cold or low temperatures (LTs) that severely affect plant growth and survival. Chilling or freezing with temperatures <20°C and < 0°C respectively can induce ice formation in plant tissues which causes cellular dehydration [39]. To be able to withstand in this adverse condition, plants adopt several strategies, such as production of more energy via activation of primary metabolisms, leveling up of antioxidants content and chaperones, and maintenance of osmotic balance by altering membrane structure [76].
Several articles and reviews deals with the metabolic responses of plants at low temperature, where some attempted correlating metabolic and biochemical responses with cold tolerance. Solaw [77] noted correlative studies of biochemical changes does not enable understanding of cold acclimation (CA) leading to increased freezing tolerance and till date no any new approaches in molecular biology and genetics have been extensively enlisted on study of cold-tolerance and injury mechanisms. However, few studies of CA started focusing on some of the more rapid plant physiological and molecular responses subjected to LTs, which revealed that within the hours of LT exposure, plant and algal cells can rapidly initiate to alter membrane lipid composition [78], RNA [79], and protein content. These findings of rapid biochemical alterations in response to L T convince the rapid induction of freezing tolerance at inductive temperatures and by desiccation and ABA at non inductive temperatures [80] and ABA [10]. This suggests a possible molecular basis, at minimum, for the adjustment of metabolism to low nonfreezing temperature, and perhaps for freezing tolerance. Also, upon exposure to LT, it consists of repeated observations that a number of enzymes show shifts in isozymic composition, whereas both quantitative and qualitative differences in the protein content is shown by numerous electrophoretic studies between non-acclimated and cold acclimated tissues.
Compared with plants maintained at warm temperature, [20] reported changes in activity, freeze stability, and isozymic variation in plants subjected to LTs. He mentioned increased peroxidase activity in hardened stems of four widely unrelated woody species when electrophoretic techniques to separate enzymes from non-hardened and hardened tissues. Here, peroxidase isozymes present in hardened tissues were not found in other three non-hardened tissues. Similarly, during deacclimation, no change in peroxidases, glucose-6-phosphate, 6-phosphogluconate, and malate dehydrogenases was observed in willow stem [81], however, differences were observed in lactate dehydrogenase where the activity increased during deacclimation. Similarity as above findings was illustrated by [82] in which invertase enzyme in wheat leaves undergoes a shift from a lower-molecular weight form to a higher-molecular-weight form at LT. Different kinetic properties is exhibited in larger form functionally replacing small form in cold-hardened plants [83]. Also, Krasnuk and colleagues [6, 84] observed increased activity of a number of dehydrogenases associated with respiratory pathways, including glucose-6-phosphate dehydrogenase, lactate, and isocitrate dehydrogenase [6] during a comprehensive studies with alfalfa. Thus [85] suggests higher amounts of enzyme may increase in activity and soluble protein content indicating increased soluble protein content and enzyme activity could be part of the adjustment of metabolism to the kinetic constraints imposed by LTs.
A more recent study of glutathione reductase from spinach carried out by [26] demonstrated not only additional isozymic forms in cold-acclimated tissue but also increased activity, freezing stability, and altered kinetic behavior and the activity of this particular enzyme was decreased by freezing/thawing both in vitro and in vivo. However, the enzyme found in cold-acclimated plants was less sensitive than its counterpart from non-acclimated plants to freezing from nonacclimated plants. In contrary, kinetic parameters and freeze/thaw inactivation was observed identical in ferredoxin NADP reductase from nonacclimated and cold-acclimated wheat [86], whereas activity was increased during CA. Therefore, [85] illustrated the potential for alterations in enzymes in response to low temperature exposure and the apparent selective basis where such changes can occur.
Ribulose bisphosphate or oxygenase from winter rye is the best-characterized enzyme relative to non-acclimated and cold-acclimated plants. Early in vitro studies studied by [87] noted purified enzyme from both non- and cold-acclimated plants demonstrated an increased stability of catalytic activity to denaturants and storage at −25°C of the enzyme from cold-acclimated plants. Moreover, [87] presented evidence of a stability in vivo conformational change during low-temperature adaptation that was not altered by purification of the enzyme. Also, osmotic concentration of the purified enzyme caused a greater degree of aggregation through intermolecular disulfide bond formation of the large subunit from non-acclimated plants [4] also claimed, similar to rye, the enzyme purified from freezing sensitive and -tolerant potato species demonstrated structural differences that paralleled variation in freezing tolerance much in the same way. However, the study still remains in ambiguity for the stable change in conformation, kinetic properties, and differential cryostabilities of this enzyme from cold-acclimated leaves or cold tolerant potato species. Given that a single chloroplastic gene encodes for large subunit and not possess even a minute chance for the synthesis of an alternative cryostable large subunit from another gene. Also, in many plants, always, a small gene family codes the small subunit, a change in the small subunit may possess subtle effect on the cryostability and other properties of the holoenzyme. Equally possibility occurs in LT -specific posttranslational processing, although there is no evidence to support this concept. In addition to isozymic and conformational differences of enzymes in response to L T exposure, Griffith, stated supramolecular interactions can also be affected.
According to [88], accumulation of soluble protein in cold-acclimated cortical bark cells of black locust trees was first correlated with freezing tolerance about 40 years ago. These study may not be explained as simply as stated in past, [88] suggests there are many reasons why some plants might accumulate soluble proteins during CA; but with the exception of a protoplasmic augmentation hypothesis without clear mechanistic rationale for conferring greater freezing tolerance for this hardening response. In temperate deciduous perennials like black locust could provide the nitrogen source for the accumulation of proteins in the cortical cells of the living bark, in expense of nitrogenous materials during senescence. Parsell and Lindquist [89] supports a possible functional role of the increased soluble protein in cold tolerance was the fact that an evergreen, red pine, also accumulated soluble proteins during the winter, similarly, cortical bark cells need not to act as vegetative storage in evergreens nevertheless, it cannot be refused that one or more minor components of the total protein content could function in freezing-tolerance mechanisms.
Most of the studies have confirmed the presence of new protein species in cold-acclimated and freezing-tolerant plants. When these plants are compared to non-acclimated plants, subtle shift in protein content in cold-acclimated tissues involving mostly the appearance and disappearance of minor bands in gel can be observed [85]. Existing evidence at present includes several studies of purified plasma membranes from non-acclimated and cold-acclimated tissue. Tzin and Galili [90] emphasized on declination of more than 20 proteins in cold-acclimated leaf plasma membranes, whereas 11 had increased their concentration, while 26 proteins were new and unique to membranes from hardened tissue, yet increased levels of high-molecular-weight glycoproteins were other alterations included during CA.
Some defense mechanisms can be triggered in response to several stresses, such as expression of obvious genes which were not expressed under normal situations, resulting increased synthesis of protein groups [60]. These groups in cases of heat are called as Heat Shock Proteins (HSPs), “Stress-induced proteins” or “Stress proteins” [49].
According to [14] declination in normal protein synthesis occurs when exposed to high temperatures, thereby increasing selective translation of mRNAs for characteristic sets of HSPs. Heat responding phenomena in plants generally observed with concomitant reduction in protein synthesis of new or constitutive HSPs. Jin et al. [35] observed reduction in total protein synthesis at of 40°C and above in soybean. The HSPs, in plants, consists an abundant group of low mo1 wt polypeptides with higher molecular weight families [91], where some of them found to function as chaperones minimizing high-temperature stress damage partially denaturing proteins and preventing breakdown or aggregation. Response toward heat includes increase in binding of ubiquitin to conglomerated high molecular weight protein [11] which both increase and decrease ubiquitin transcripts expression [17].
Levitt et al. [92] reported formation and folding patterns of any protein in three dimensional structure determines their function and [93] favored above statement and confronted with the findings illustrating 50% of principle amino acids sequence is necessary for formation of three dimensional structure which signifies the importance of HSPs in folding of other proteins. As plants were induced in heat stress, HSPs protects cells from injury and facilitates their recovery and survival to normal growth conditions [49]. Also, [94] specified the role of HSps as molecular chaperones during heat stressed condition, apart from ensuring maintenance of correct protein structure, which is basically different than in non-thermal stress where proteins unfolding is not the primary effect and protection could occur in any ways.
Seo et al. [95] also focused the general role of HSPs as molecular chaperones, regulating folding and accumulation of proteins as well as localization and degradation in all plant and animal species, thus preventing the irreversible aggregation of other proteins and participate in refolding proteins during heat stress conditions [96].
Different HSPs with their unique role are described below:
These contains a common alpha-crystallin domain containing 80–100 amino acid residues contained in the C-terminal region [97]. The characteristics features of this proteins is degradation of protein having unsuitable folding [11]. Another attributes that make it indifferent from other class is independency of its activity from ATP [98]. A recent review from [99] concluded the presence of some indications that sHSPs play crucial role in membrane quality control, thereby potentially contributing the maintenance of membrane integrity under stress conditions.
This class, called as chaperonins, is known to be important in assisting plastid proteins such as Rubisco [100]. Some studies like [101] pointed out that they might participate in folding and aggregation of proteins that were transported to chloroplasts and mitochondria. These proteins are different from other proteins, after transcription and before folding, to prevent their aggregation [42].
These HSP70 functions as chaperones, in almost all organisms, for newly formed proteins to check their accumulations as aggregates and folds in a proper way during their transfer to final location [102]. Furthermore, cooperation in the activity of HSp70 and sHSPs primarily function as molecular chaperone and play an important role in protecting plant cell from detrimental effects of heat stress [83] stressed on crucial role played by HSp70 and sHSP17.6 in the development of cross adaptation to temperature stress in grape vines induced by heat acclimation (HA) and cold acclimation (CA).
The protein from HSP90 class shares the role in many chaperone complexes and has important role in signaling protein function and trafficking [89]. Furthermore, other important attributes retained by these class includes regulation of cellular signals, such as the regulation of glucocorticoid receptor (GR) activity [103].
What makes it unique from other class is the reactivation of aggregated proteins [42] by re-solubilizing nonfunctional protein aggregates and also by degrading irreversibly damaged polypeptides [104, 105]. Members of this class are not restricted only to acclimation to high temperatures but also housekeeping functions necessary in chloroplast development are also provided by specific member (Figures 1 and 2) [106].
Plant stress tolerance and resistance [
Transcription [
Abiotic stresses are major limiting factors for plant growth and yields and with various acclimation responses at morphological, physiological, metabolic, and molecular level coordinated by complicated regulatory networks comprising genes, phytohormones, ROS, and other signaling components. The abundance of ion channels protein and trans-membrane water found indicated the change in ions/osmotic balances, but the phenomenon was not observed in flooding conditions. In addition, the preventive measure against the oxidative damage caused due to ROS levels under abiotic stress, higher abundance of ROS scavengers plays a great role in this matter, whereas the abundance of ROS scavengers was low in the flooding condition. On the other hand, protein folding due to molecular chaperone and disease, defense-related proteins such as proteolytic enzymes and proteosomal factors under stress, indicating the refolding of denatured proteins and proteolytic elimination of damaged proteins. This review paper showed the different protein metabolism occurs during the metabolic stages, and secondary metabolism-associated proteins escape and tolerate mechanism under different abiotic stress.
At the recovery stages, increased lignin biosynthesis results in enhanced mechanical strength by hardening of cell wall. Changes in abundance for cyto-skeletons associated proteins can be overlooked upon compensation against the reduced cell size as well as repairing injuries caused by drought and flood stress. Moreover, the levels of proteins related to
Only after proteomic studies could make us aware about the mechanism involved in abiotic stress condition. Analyzing of the plant response and abundance of protein and stress tolerant crops will lead to better understanding of the mechanism of plant to overcome the stress and recover. Moreover, some proteins showed the dynamic changes depending on plant species and stress intensity, which gives a clear interpretation of the mechanism in stress response. The integration of those finding from physiological, gene expression, and other large scale “omics” will help us to establish molecular networks of stress response and tolerance.
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On September, 29th 2006 he has won a post PhD fellowship from the university of Bologna (from October 2006 to October 2008), at the competitive examination he was ranked first in the industrial engineering area. He extensively served as referee for several international journals. He is author/coauthor of more than 100 research papers. He has been involved in some projects supported by MURST and European Community. His research interests include pattern recognition, bioinformatics, and biometric systems (fingerprint classification and recognition, signature verification, face recognition).",institutionString:null,institution:null},{id:"496",title:"Dr.",name:"Carlos",middleName:null,surname:"Leon",slug:"carlos-leon",fullName:"Carlos Leon",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Seville",country:{name:"Spain"}}},{id:"512",title:"Dr.",name:"Dayang",middleName:null,surname:"Jawawi",slug:"dayang-jawawi",fullName:"Dayang Jawawi",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Technology Malaysia",country:{name:"Malaysia"}}},{id:"528",title:"Dr.",name:"Kresimir",middleName:null,surname:"Delac",slug:"kresimir-delac",fullName:"Kresimir Delac",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/528/images/system/528.jpg",biography:"K. Delac received his B.Sc.E.E. degree in 2003 and is currentlypursuing a Ph.D. degree at the University of Zagreb, Faculty of Electrical Engineering andComputing. His current research interests are digital image analysis, pattern recognition andbiometrics.",institutionString:null,institution:{name:"University of Zagreb",country:{name:"Croatia"}}},{id:"557",title:"Dr.",name:"Andon",middleName:"Venelinov",surname:"Topalov",slug:"andon-topalov",fullName:"Andon Topalov",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/557/images/1927_n.jpg",biography:"Dr. Andon V. Topalov received the MSc degree in Control Engineering from the Faculty of Information Systems, Technologies, and Automation at Moscow State University of Civil Engineering (MGGU) in 1979. He then received his PhD degree in Control Engineering from the Department of Automation and Remote Control at Moscow State Mining University (MGSU), Moscow, in 1984. From 1985 to 1986, he was a Research Fellow in the Research Institute for Electronic Equipment, ZZU AD, Plovdiv, Bulgaria. In 1986, he joined the Department of Control Systems, Technical University of Sofia at the Plovdiv campus, where he is presently a Full Professor. He has held long-term visiting Professor/Scholar positions at various institutions in South Korea, Turkey, Mexico, Greece, Belgium, UK, and Germany. And he has coauthored one book and authored or coauthored more than 80 research papers in conference proceedings and journals. 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The opening towards humanoid robotic systems in elementary school children, as well as health professionals, is not far from the acceptance due not only for the technological advancement but also for different social aspects. These two considerations influenced the results obtained and experiences achieved. 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However, robot teleoperation is not easy when a teleoperated robot is affected by the force from another robot or object. We constructed a step climbing system using two connected teleoperated robots. A theoretical analysis and the results of simulations clarified the correlations among the robot velocity, the manipulation time of the robots, and the height of the front wheels when climbing a step. 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He is a full professor of signal processing and pattern recognition and is head of the Signals and Communications Department at ULPGC, teaching from 2001 on subjects on signal processing and learning theory. His research lines are biometrics, biomedical signals and images, data mining, classification system, signal and image processing, machine learning, and environmental intelligence. He has researched in 52 international and Spanish research projects, some of them as head researcher. He is co-author of 4 books, co-editor of 27 proceedings books, guest editor for 8 JCR-ISI international journals, and up to 24 book chapters. He has over 450 papers published in international journals and conferences (81 of them indexed on JCR – ISI - Web of Science). He has published seven patents in the Spanish Patent and Trademark Office. He has been a supervisor on 8 Ph.D. theses (11 more are under supervision), and 130 master theses. He is the founder of The IEEE IWOBI conference series and the president of its Steering Committee, as well as the founder of both the InnoEducaTIC and APPIS conference series. He is an evaluator of project proposals for the European Union (H2020), Medical Research Council (MRC, UK), Spanish Government (ANECA, Spain), Research National Agency (ANR, France), DAAD (Germany), Argentinian Government, and the Colombian Institutions. He has been a reviewer in different indexed international journals (<70) and conferences (<250) since 2001. He has been a member of the IASTED Technical Committee on Image Processing from 2007 and a member of the IASTED Technical Committee on Artificial Intelligence and Expert Systems from 2011. \n\nHe has held the general chair position for the following: ACM-APPIS (2020, 2021), IEEE-IWOBI (2019, 2020 and 2020), A PPIS (2018, 2019), IEEE-IWOBI (2014, 2015, 2017, 2018), InnoEducaTIC (2014, 2017), IEEE-INES (2013), NoLISP (2011), JRBP (2012), and IEEE-ICCST (2005)\n\nHe is an associate editor of the Computational Intelligence and Neuroscience Journal (Hindawi – Q2 JCR-ISI). He was vice dean from 2004 to 2010 in the Higher Technical School of Telecommunication Engineers at ULPGC and the vice dean of Graduate and Postgraduate Studies from March 2013 to November 2017. He won the “Catedra Telefonica” Awards in Modality of Knowledge Transfer, 2017, 2018, and 2019 editions, and awards in Modality of COVID Research in 2020.\n\nPublic References:\nResearcher ID http://www.researcherid.com/rid/N-5967-2014\nORCID https://orcid.org/0000-0002-4621-2768 \nScopus Author ID https://www.scopus.com/authid/detail.uri?authorId=6602376272\nScholar Google https://scholar.google.es/citations?user=G1ks9nIAAAAJ&hl=en \nResearchGate https://www.researchgate.net/profile/Carlos_Travieso",institutionString:null,institution:{name:"University of Las Palmas de Gran Canaria",institutionURL:null,country:{name:"Spain"}}},editorTwo:null,editorThree:null},{id:"23",title:"Computational Neuroscience",coverUrl:"https://cdn.intechopen.com/series_topics/covers/23.jpg",isOpenForSubmission:!0,editor:{id:"14004",title:"Dr.",name:"Magnus",middleName:null,surname:"Johnsson",slug:"magnus-johnsson",fullName:"Magnus Johnsson",profilePictureURL:"https://mts.intechopen.com/storage/users/14004/images/system/14004.png",biography:"Dr Magnus Johnsson is a cross-disciplinary scientist, lecturer, scientific editor and AI/machine learning consultant from Sweden. \n\nHe is currently at Malmö University in Sweden, but also held positions at Lund University in Sweden and at Moscow Engineering Physics Institute. \nHe holds editorial positions at several international scientific journals and has served as a scientific editor for books and special journal issues. \nHis research interests are wide and include, but are not limited to, autonomous systems, computer modeling, artificial neural networks, artificial intelligence, cognitive neuroscience, cognitive robotics, cognitive architectures, cognitive aids and the philosophy of mind. \n\nDr. Johnsson has experience from working in the industry and he has a keen interest in the application of neural networks and artificial intelligence to fields like industry, finance, and medicine. \n\nWeb page: www.magnusjohnsson.se",institutionString:null,institution:{name:"Malmö University",institutionURL:null,country:{name:"Sweden"}}},editorTwo:null,editorThree:null},{id:"24",title:"Computer Vision",coverUrl:"https://cdn.intechopen.com/series_topics/covers/24.jpg",isOpenForSubmission:!0,editor:{id:"294154",title:"Prof.",name:"George",middleName:null,surname:"Papakostas",slug:"george-papakostas",fullName:"George Papakostas",profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002hYaGbQAK/Profile_Picture_1624519712088",biography:"George A. 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He has (co)authored more than 150 publications in indexed journals, international conferences and book chapters, 1 book (in Greek), 3 edited books, and 5 journal special issues. His publications have more than 2100 citations with h-index 27 (GoogleScholar). His research interests include computer/machine vision, machine learning, pattern recognition, computational intelligence. \nDr. Papakostas served as a reviewer in numerous journals, as a program\ncommittee member in international conferences and he is a member of the IAENG, MIR Labs, EUCogIII, INSTICC and the Technical Chamber of Greece (TEE).",institutionString:null,institution:{name:"International Hellenic University",institutionURL:null,country:{name:"Greece"}}},editorTwo:null,editorThree:null},{id:"25",title:"Evolutionary Computation",coverUrl:"https://cdn.intechopen.com/series_topics/covers/25.jpg",isOpenForSubmission:!0,editor:{id:"136112",title:"Dr.",name:"Sebastian",middleName:null,surname:"Ventura Soto",slug:"sebastian-ventura-soto",fullName:"Sebastian Ventura Soto",profilePictureURL:"https://mts.intechopen.com/storage/users/136112/images/system/136112.png",biography:"Sebastian Ventura is a Spanish researcher, a full professor with the Department of Computer Science and Numerical Analysis, University of Córdoba. Dr Ventura also holds the positions of Affiliated Professor at Virginia Commonwealth University (Richmond, USA) and Distinguished Adjunct Professor at King Abdulaziz University (Jeddah, Saudi Arabia). Additionally, he is deputy director of the Andalusian Research Institute in Data Science and Computational Intelligence (DaSCI) and heads the Knowledge Discovery and Intelligent Systems Research Laboratory. He has published more than ten books and over 300 articles in journals and scientific conferences. Currently, his work has received over 18,000 citations according to Google Scholar, including more than 2200 citations in 2020. In the last five years, he has published more than 60 papers in international journals indexed in the JCR (around 70% of them belonging to first quartile journals) and he has edited some Springer books “Supervised Descriptive Pattern Mining” (2018), “Multiple Instance Learning - Foundations and Algorithms” (2016), and “Pattern Mining with Evolutionary Algorithms” (2016). He has also been involved in more than 20 research projects supported by the Spanish and Andalusian governments and the European Union. He currently belongs to the editorial board of PeerJ Computer Science, Information Fusion and Engineering Applications of Artificial Intelligence journals, being also associate editor of Applied Computational Intelligence and Soft Computing and IEEE Transactions on Cybernetics. Finally, he is editor-in-chief of Progress in Artificial Intelligence. 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He obtained both his M.Sc. and Ph.D. from the University of Liverpool, England, in the field of Intelligent Systems. He is a full professor at the Universidad Autonoma de Queretaro, Mexico, and a member of the National System of Researchers (SNI) since 2009. Dr. Aceves Fernandez has published more than 80 research papers as well as a number of book chapters and congress papers. He has contributed in more than 20 funded research projects, both academic and industrial, in the area of artificial intelligence, ranging from environmental, biomedical, automotive, aviation, consumer, and robotics to other applications. He is also a honorary president at the National Association of Embedded Systems (AMESE), a senior member of the IEEE, and a board member of many institutions. 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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. He has served as guest editor for a number of special issues of peer-reviewed international journals.",institutionString:null,institution:{name:"University of the West of England",institutionURL:null,country:{name:"United Kingdom"}}},editorTwo:null,editorThree:null}]},overviewPageOFChapters:{paginationCount:6,paginationItems:[{id:"82526",title:"Deep Multiagent Reinforcement Learning Methods Addressing the Scalability Challenge",doi:"10.5772/intechopen.105627",signatures:"Theocharis Kravaris and George A. 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(Eng.) in Telematics from the Universidad de Colima, Mexico. He obtained both his M.Sc. and Ph.D. from the University of Liverpool, England, in the field of Intelligent Systems. He is a full professor at the Universidad Autonoma de Queretaro, Mexico, and a member of the National System of Researchers (SNI) since 2009. Dr. Aceves Fernandez has published more than 80 research papers as well as a number of book chapters and congress papers. He has contributed in more than 20 funded research projects, both academic and industrial, in the area of artificial intelligence, ranging from environmental, biomedical, automotive, aviation, consumer, and robotics to other applications. He is also a honorary president at the National Association of Embedded Systems (AMESE), a senior member of the IEEE, and a board member of many institutions. His research interests include intelligent and embedded systems.",institutionString:"Universidad Autonoma de Queretaro",institution:{name:"Autonomous University of Queretaro",institutionURL:null,country:{name:"Mexico"}}}]},{type:"book",id:"7726",title:"Swarm Intelligence",subtitle:"Recent Advances, New Perspectives and Applications",coverURL:"https://cdn.intechopen.com/books/images_new/7726.jpg",slug:"swarm-intelligence-recent-advances-new-perspectives-and-applications",publishedDate:"December 4th 2019",editedByType:"Edited by",bookSignature:"Javier Del Ser, Esther Villar and Eneko Osaba",hash:"e7ea7e74ce7a7a8e5359629e07c68d31",volumeInSeries:2,fullTitle:"Swarm Intelligence - Recent Advances, New Perspectives and Applications",editors:[{id:"49813",title:"Dr.",name:"Javier",middleName:null,surname:"Del Ser",slug:"javier-del-ser",fullName:"Javier Del Ser",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",institutionURL:null,country:{name:"Spain"}}}]},{type:"book",id:"7656",title:"Fuzzy Logic",subtitle:null,coverURL:"https://cdn.intechopen.com/books/images_new/7656.jpg",slug:"fuzzy-logic",publishedDate:"February 5th 2020",editedByType:"Edited by",bookSignature:"Constantin Volosencu",hash:"54f092d4ffe0abf5e4172a80025019bc",volumeInSeries:3,fullTitle:"Fuzzy Logic",editors:[{id:"1063",title:"Prof.",name:"Constantin",middleName:null,surname:"Volosencu",slug:"constantin-volosencu",fullName:"Constantin Volosencu",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. 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The preliminary objectives of the study are to understand and develop the evidence-based tools and interventions for the control and prevention of malaria in different sites of the INDIA. Alongside, with the help of next-generation genomics study, the team has studied the antimalarial drug resistance in India. Further, he has extended his research in the development of Humanized mice for the study of liver-stage malaria and identification of molecular marker(s) for the Artemisinin resistance. At present, his research focuses on understanding the role of B cells in the activation of CD8+ T cells in malaria. Received the CSIR-SRF (Senior Research Fellow) award-2018, FIMSA (Federation of Immunological Societies of Asia-Oceania) Travel Bursary award to attend the IUIS-IIS-FIMSA Immunology course-2019',institutionString:"Nirma University",institution:{name:"Nirma University",country:{name:"India"}}},{id:"334383",title:"Ph.D.",name:"Simone",middleName:"Ulrich",surname:"Ulrich Picoli",slug:"simone-ulrich-picoli",fullName:"Simone Ulrich Picoli",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/334383/images/15919_n.jpg",biography:"Graduated in Pharmacy from Universidade Luterana do Brasil (1999), Master in Agricultural and Environmental Microbiology from Federal University of Rio Grande do Sul (2002), Specialization in Clinical Microbiology from Universidade de São Paulo, USP (2007) and PhD in Sciences in Gastroenterology and Hepatology (2012). She is currently an Adjunct Professor at Feevale University in Medicine and Biomedicine courses and a permanent professor of the Academic Master\\'s Degree in Virology. She has experience in the field of Microbiology, with an emphasis on Bacteriology, working mainly on the following topics: bacteriophages, bacterial resistance, clinical microbiology and food microbiology.",institutionString:null,institution:{name:"Universidade Feevale",country:{name:"Brazil"}}},{id:"229220",title:"Dr.",name:"Amjad",middleName:"Islam",surname:"Aqib",slug:"amjad-aqib",fullName:"Amjad Aqib",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/229220/images/system/229220.png",biography:"Dr. Amjad Islam Aqib obtained a DVM and MSc (Hons) from University of Agriculture Faisalabad (UAF), Pakistan, and a PhD from the University of Veterinary and Animal Sciences Lahore, Pakistan. Dr. Aqib joined the Department of Clinical Medicine and Surgery at UAF for one year as an assistant professor where he developed a research laboratory designated for pathogenic bacteria. Since 2018, he has been Assistant Professor/Officer in-charge, Department of Medicine, Manager Research Operations and Development-ORIC, and President One Health Club at Cholistan University of Veterinary and Animal Sciences, Bahawalpur, Pakistan. He has nearly 100 publications to his credit. His research interests include epidemiological patterns and molecular analysis of antimicrobial resistance and modulation and vaccine development against animal pathogens of public health concern.",institutionString:"Cholistan University of Veterinary and Animal Sciences",institution:{name:"University of Agriculture Faisalabad",country:{name:"Pakistan"}}},{id:"333753",title:"Dr.",name:"Rais",middleName:null,surname:"Ahmed",slug:"rais-ahmed",fullName:"Rais Ahmed",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/333753/images/20168_n.jpg",biography:null,institutionString:null,institution:{name:"University of Agriculture Faisalabad",country:{name:"Pakistan"}}},{id:"62900",title:"Prof.",name:"Fethi",middleName:null,surname:"Derbel",slug:"fethi-derbel",fullName:"Fethi Derbel",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/62900/images/system/62900.jpeg",biography:"Professor Fethi Derbel was born in 1960 in Tunisia. He received his medical degree from the Sousse Faculty of Medicine at Sousse, University of Sousse, Tunisia. He completed his surgical residency in General Surgery at the University Hospital Farhat Hached of Sousse and was a member of the Unit of Liver Transplantation in the University of Rennes, France. He then worked in the Department of Surgery at the Sahloul University Hospital in Sousse. Professor Derbel is presently working at the Clinique les Oliviers, Sousse, Tunisia. His hospital activities are mostly concerned with laparoscopic, colorectal, pancreatic, hepatobiliary, and gastric surgery. He is also very interested in hernia surgery and performs ventral hernia repairs and inguinal hernia repairs. He has been a member of the GREPA and Tunisian Hernia Society (THS). During his residency, he managed patients suffering from diabetic foot, and he was very interested in this pathology. For this reason, he decided to coordinate a book project dealing with the diabetic foot. Professor Derbel has published many articles in journals and collaborates intensively with IntechOpen Access Publisher as an editor.",institutionString:"Clinique les Oliviers",institution:null},{id:"300144",title:"Dr.",name:"Meriem",middleName:null,surname:"Braiki",slug:"meriem-braiki",fullName:"Meriem Braiki",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/300144/images/system/300144.jpg",biography:"Dr. Meriem Braiki is a specialist in pediatric surgeon from Tunisia. She was born in 1985. She received her medical degree from the University of Medicine at Sousse, Tunisia. She achieved her surgical residency training periods in Pediatric Surgery departments at University Hospitals in Monastir, Tunis and France.\r\nShe is currently working at the Pediatric surgery department, Sidi Bouzid Hospital, Tunisia. Her hospital activities are mostly concerned with laparoscopic, parietal, urological and digestive surgery. She has published several articles in diffrent journals.",institutionString:"Sidi Bouzid Regional Hospital",institution:null},{id:"229481",title:"Dr.",name:"Erika M.",middleName:"Martins",surname:"de Carvalho",slug:"erika-m.-de-carvalho",fullName:"Erika M. de Carvalho",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/229481/images/6397_n.jpg",biography:null,institutionString:null,institution:{name:"Oswaldo Cruz Foundation",country:{name:"Brazil"}}},{id:"186537",title:"Prof.",name:"Tonay",middleName:null,surname:"Inceboz",slug:"tonay-inceboz",fullName:"Tonay Inceboz",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/186537/images/system/186537.jfif",biography:"I was graduated from Ege University of Medical Faculty (Turkey) in 1988 and completed his Med. PhD degree in Medical Parasitology at the same university. I became an Associate Professor in 2008 and Professor in 2014. I am currently working as a Professor at the Department of Medical Parasitology at Dokuz Eylul University, Izmir, Turkey.\n\nI have given many lectures, presentations in different academic meetings. I have more than 60 articles in peer-reviewed journals, 18 book chapters, 1 book editorship.\n\nMy research interests are Echinococcus granulosus, Echinococcus multilocularis (diagnosis, life cycle, in vitro and in vivo cultivation), and Trichomonas vaginalis (diagnosis, PCR, and in vitro cultivation).",institutionString:"Dokuz Eylül University",institution:{name:"Dokuz Eylül University",country:{name:"Turkey"}}},{id:"71812",title:"Prof.",name:"Hanem Fathy",middleName:"Fathy",surname:"Khater",slug:"hanem-fathy-khater",fullName:"Hanem Fathy Khater",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/71812/images/1167_n.jpg",biography:"Prof. Khater is a Professor of Parasitology at Benha University, Egypt. She studied for her doctoral degree, at the Department of Entomology, College of Agriculture, Food and Natural Resources, University of Missouri, Columbia, USA. She has completed her Ph.D. degrees in Parasitology in Egypt, from where she got the award for “the best scientific Ph.D. dissertation”. She worked at the School of Biological Sciences, Bristol, England, the UK in controlling insects of medical and veterinary importance as a grant from Newton Mosharafa, the British Council. Her research is focused on searching of pesticides against mosquitoes, house flies, lice, green bottle fly, camel nasal botfly, soft and hard ticks, mites, and the diamondback moth as well as control of several parasites using safe and natural materials to avoid drug resistances and environmental contamination.",institutionString:null,institution:{name:"Banha University",country:{name:"Egypt"}}},{id:"99780",title:"Prof.",name:"Omolade",middleName:"Olayinka",surname:"Okwa",slug:"omolade-okwa",fullName:"Omolade Okwa",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/99780/images/system/99780.jpg",biography:"Omolade Olayinka Okwa is presently a Professor of Parasitology at Lagos State University, Nigeria. She has a PhD in Parasitology (1997), an MSc in Cellular Parasitology (1992), and a BSc (Hons) Zoology (1990) all from the University of Ibadan, Nigeria. She teaches parasitology at the undergraduate and postgraduate levels. She was a recipient of a Commonwealth fellowship supported by British Council tenable at the Centre for Entomology and Parasitology (CAEP), Keele University, United Kingdom between 2004 and 2005. She was awarded an Honorary Visiting Research Fellow at the same university from 2005 to 2007. \nShe has been an external examiner to the Department of Veterinary Microbiology and Parasitology, University of Ibadan, MSc programme between 2010 and 2012. She is a member of the Nigerian Society of Experimental Biology (NISEB), Parasitology and Public Health Society of Nigeria (PPSN), Science Association of Nigeria (SAN), Zoological Society of Nigeria (ZSN), and is Vice Chairperson of the Organisation of Women in Science (OWSG), LASU chapter. She served as Head of Department of Zoology and Environmental Biology, Lagos State University from 2007 to 2010 and 2014 to 2016. She is a reviewer for several local and international journals such as Unilag Journal of Science, Libyan Journal of Medicine, Journal of Medicine and Medical Sciences, and Annual Research and Review in Science. \nShe has authored 45 scientific research publications in local and international journals, 8 scientific reviews, 4 books, and 3 book chapters, which includes the books “Malaria Parasites” and “Malaria” which are IntechOpen access publications.",institutionString:"Lagos State University",institution:{name:"Lagos State University",country:{name:"Nigeria"}}},{id:"273100",title:"Dr.",name:"Vijay",middleName:null,surname:"Gayam",slug:"vijay-gayam",fullName:"Vijay Gayam",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/273100/images/system/273100.jpeg",biography:"Dr. Vijay Bhaskar Reddy Gayam is currently practicing as an internist at Interfaith Medical Center in Brooklyn, New York, USA. He is also a Clinical Assistant Professor at the SUNY Downstate University Hospital and Adjunct Professor of Medicine at the American University of Antigua. He is a holder of an M.B.B.S. degree bestowed to him by Osmania Medical College and received his M.D. at Interfaith Medical Center. His career goals thus far have heavily focused on direct patient care, medical education, and clinical research. He currently serves in two leadership capacities; Assistant Program Director of Medicine at Interfaith Medical Center and as a Councilor for the American\r\nFederation for Medical Research. As a true academician and researcher, he has more than 50 papers indexed in international peer-reviewed journals. He has also presented numerous papers in multiple national and international scientific conferences. His areas of research interest include general internal medicine, gastroenterology and hepatology. He serves as an editor, editorial board member and reviewer for multiple international journals. His research on Hepatitis C has been very successful and has led to multiple research awards, including the 'Equity in Prevention and Treatment Award” from the New York Department of Health Viral Hepatitis Symposium (2018) and the 'Presidential Poster Award” awarded to him by the American College of Gastroenterology (2018). He was also awarded 'Outstanding Clinician in General Medicine” by Venus International Foundation for his extensive research expertise and services, perform over and above the standard expected in the advancement of healthcare, patient safety and quality of care.",institutionString:"Interfaith Medical Center",institution:{name:"Interfaith Medical Center",country:{name:"United States of America"}}},{id:"93517",title:"Dr.",name:"Clement",middleName:"Adebajo",surname:"Meseko",slug:"clement-meseko",fullName:"Clement Meseko",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/93517/images/system/93517.jpg",biography:"Dr. Clement Meseko obtained DVM and PhD degree in Veterinary Medicine and Virology respectively. He has worked for over 20 years in both private and public sectors including the academia, contributing to knowledge and control of infectious disease. Through the application of epidemiological skill, classical and molecular virological skills, he investigates viruses of economic and public health importance for the mitigation of the negative impact on people, animal and the environment in the context of Onehealth. \r\nDr. Meseko’s field experience on animal and zoonotic diseases and pathogen dynamics at the human-animal interface over the years shaped his carrier in research and scientific inquiries. He has been part of the investigation of Highly Pathogenic Avian Influenza incursions in sub Saharan Africa and monitors swine Influenza (Pandemic influenza Virus) agro-ecology and potential for interspecies transmission. He has authored and reviewed a number of journal articles and book chapters.",institutionString:"National Veterinary Research Institute",institution:{name:"National Veterinary Research Institute",country:{name:"Nigeria"}}},{id:"158026",title:"Prof.",name:"Shailendra K.",middleName:null,surname:"Saxena",slug:"shailendra-k.-saxena",fullName:"Shailendra K. Saxena",position:null,profilePictureURL:"https://s3.us-east-1.amazonaws.com/intech-files/0030O00002bRET3QAO/Profile_Picture_2022-05-10T10:10:26.jpeg",biography:"Professor Dr. Shailendra K. Saxena is a vice dean and professor at King George's Medical University, Lucknow, India. His research interests involve understanding the molecular mechanisms of host defense during human viral infections and developing new predictive, preventive, and therapeutic strategies for them using Japanese encephalitis virus (JEV), HIV, and emerging viruses as a model via stem cell and cell culture technologies. His research work has been published in various high-impact factor journals (Science, PNAS, Nature Medicine) with a high number of citations. He has received many awards and honors in India and abroad including various Young Scientist Awards, BBSRC India Partnering Award, and Dr. JC Bose National Award of Department of Biotechnology, Min. of Science and Technology, Govt. of India. Dr. Saxena is a fellow of various international societies/academies including the Royal College of Pathologists, United Kingdom; Royal Society of Medicine, London; Royal Society of Biology, United Kingdom; Royal Society of Chemistry, London; and Academy of Translational Medicine Professionals, Austria. He was named a Global Leader in Science by The Scientist. He is also an international opinion leader/expert in vaccination for Japanese encephalitis by IPIC (UK).",institutionString:"King George's Medical University",institution:{name:"King George's Medical University",country:{name:"India"}}},{id:"94928",title:"Dr.",name:"Takuo",middleName:null,surname:"Mizukami",slug:"takuo-mizukami",fullName:"Takuo Mizukami",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/94928/images/6402_n.jpg",biography:null,institutionString:null,institution:{name:"National Institute of Infectious Diseases",country:{name:"Japan"}}},{id:"233433",title:"Dr.",name:"Yulia",middleName:null,surname:"Desheva",slug:"yulia-desheva",fullName:"Yulia Desheva",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/233433/images/system/233433.png",biography:"Dr. Yulia Desheva is a leading researcher at the Institute of Experimental Medicine, St. Petersburg, Russia. She is a professor in the Stomatology Faculty, St. Petersburg State University. She has expertise in the development and evaluation of a wide range of live mucosal vaccines against influenza and bacterial complications. Her research interests include immunity against influenza and COVID-19 and the development of immunization schemes for high-risk individuals.",institutionString:'Federal State Budgetary Scientific Institution "Institute of Experimental Medicine"',institution:null},{id:"238958",title:"Mr.",name:"Atamjit",middleName:null,surname:"Singh",slug:"atamjit-singh",fullName:"Atamjit Singh",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/238958/images/6575_n.jpg",biography:null,institutionString:null,institution:null},{id:"252058",title:"M.Sc.",name:"Juan",middleName:null,surname:"Sulca",slug:"juan-sulca",fullName:"Juan Sulca",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/252058/images/12834_n.jpg",biography:null,institutionString:null,institution:null},{id:"191392",title:"Dr.",name:"Marimuthu",middleName:null,surname:"Govindarajan",slug:"marimuthu-govindarajan",fullName:"Marimuthu Govindarajan",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/191392/images/5828_n.jpg",biography:"Dr. M. Govindarajan completed his BSc degree in Zoology at Government Arts College (Autonomous), Kumbakonam, and MSc, MPhil, and PhD degrees at Annamalai University, Annamalai Nagar, Tamil Nadu, India. He is serving as an assistant professor at the Department of Zoology, Annamalai University. His research interests include isolation, identification, and characterization of biologically active molecules from plants and microbes. He has identified more than 20 pure compounds with high mosquitocidal activity and also conducted high-quality research on photochemistry and nanosynthesis. He has published more than 150 studies in journals with impact factor and 2 books in Lambert Academic Publishing, Germany. He serves as an editorial board member in various national and international scientific journals.",institutionString:null,institution:null},{id:"274660",title:"Dr.",name:"Damodar",middleName:null,surname:"Paudel",slug:"damodar-paudel",fullName:"Damodar Paudel",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/274660/images/8176_n.jpg",biography:"I am DrDamodar Paudel,currently working as consultant Physician in Nepal police Hospital.",institutionString:null,institution:null},{id:"241562",title:"Dr.",name:"Melvin",middleName:null,surname:"Sanicas",slug:"melvin-sanicas",fullName:"Melvin Sanicas",position:null,profilePictureURL:"https://mts.intechopen.com/storage/users/241562/images/6699_n.jpg",biography:null,institutionString:null,institution:null},{id:"117248",title:"Dr.",name:"Andrew",middleName:null,surname:"Macnab",slug:"andrew-macnab",fullName:"Andrew Macnab",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of British Columbia",country:{name:"Canada"}}},{id:"322007",title:"Dr.",name:"Maria Elizbeth",middleName:null,surname:"Alvarez-Sánchez",slug:"maria-elizbeth-alvarez-sanchez",fullName:"Maria Elizbeth Alvarez-Sánchez",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"Universidad Autónoma de la Ciudad de México",country:{name:"Mexico"}}},{id:"337443",title:"Dr.",name:"Juan",middleName:null,surname:"A. Gonzalez-Sanchez",slug:"juan-a.-gonzalez-sanchez",fullName:"Juan A. Gonzalez-Sanchez",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Puerto Rico System",country:{name:"United States of America"}}},{id:"337446",title:"Dr.",name:"Maria",middleName:null,surname:"Zavala-Colon",slug:"maria-zavala-colon",fullName:"Maria Zavala-Colon",position:null,profilePictureURL:"//cdnintech.com/web/frontend/www/assets/author.svg",biography:null,institutionString:null,institution:{name:"University of Puerto Rico, Medical Sciences Campus",country:{name:"United States of America"}}}]}},subseries:{item:{id:"22",type:"subseries",title:"Applied Intelligence",keywords:"Machine Learning, Intelligence Algorithms, Data Science, Artificial Intelligence, Applications on Applied Intelligence",scope:"This field is the key in the current industrial revolution (Industry 4.0), where the new models and developments are based on the knowledge generation on applied intelligence. The motor of the society is the industry and the research of this topic has to be empowered in order to increase and improve the quality of our lives.",coverUrl:"https://cdn.intechopen.com/series_topics/covers/22.jpg",hasOnlineFirst:!0,hasPublishedBooks:!0,annualVolume:11418,editor:{id:"27170",title:"Prof.",name:"Carlos",middleName:"M.",surname:"Travieso-Gonzalez",slug:"carlos-travieso-gonzalez",fullName:"Carlos Travieso-Gonzalez",profilePictureURL:"https://mts.intechopen.com/storage/users/27170/images/system/27170.jpeg",biography:"Carlos M. Travieso-González received his MSc degree in Telecommunication Engineering at Polytechnic University of Catalonia (UPC), Spain in 1997, and his Ph.D. degree in 2002 at the University of Las Palmas de Gran Canaria (ULPGC-Spain). He is a full professor of signal processing and pattern recognition and is head of the Signals and Communications Department at ULPGC, teaching from 2001 on subjects on signal processing and learning theory. His research lines are biometrics, biomedical signals and images, data mining, classification system, signal and image processing, machine learning, and environmental intelligence. He has researched in 52 international and Spanish research projects, some of them as head researcher. He is co-author of 4 books, co-editor of 27 proceedings books, guest editor for 8 JCR-ISI international journals, and up to 24 book chapters. He has over 450 papers published in international journals and conferences (81 of them indexed on JCR – ISI - Web of Science). He has published seven patents in the Spanish Patent and Trademark Office. He has been a supervisor on 8 Ph.D. theses (11 more are under supervision), and 130 master theses. He is the founder of The IEEE IWOBI conference series and the president of its Steering Committee, as well as the founder of both the InnoEducaTIC and APPIS conference series. He is an evaluator of project proposals for the European Union (H2020), Medical Research Council (MRC, UK), Spanish Government (ANECA, Spain), Research National Agency (ANR, France), DAAD (Germany), Argentinian Government, and the Colombian Institutions. He has been a reviewer in different indexed international journals (<70) and conferences (<250) since 2001. He has been a member of the IASTED Technical Committee on Image Processing from 2007 and a member of the IASTED Technical Committee on Artificial Intelligence and Expert Systems from 2011. \n\nHe has held the general chair position for the following: ACM-APPIS (2020, 2021), IEEE-IWOBI (2019, 2020 and 2020), A PPIS (2018, 2019), IEEE-IWOBI (2014, 2015, 2017, 2018), InnoEducaTIC (2014, 2017), IEEE-INES (2013), NoLISP (2011), JRBP (2012), and IEEE-ICCST (2005)\n\nHe is an associate editor of the Computational Intelligence and Neuroscience Journal (Hindawi – Q2 JCR-ISI). He was vice dean from 2004 to 2010 in the Higher Technical School of Telecommunication Engineers at ULPGC and the vice dean of Graduate and Postgraduate Studies from March 2013 to November 2017. 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