Nickel lattice parameters in Å with different computational parameters for the magnetic and nonmagnetic case, and the time in seconds for the first 50 SCF cycle for different LDA combinations using 4 cores 3.4 GHz.
\\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!
\\n"}]',published:!0,mainMedia:null},components:[{type:"htmlEditorComponent",content:'IntechOpen is proud to announce that 179 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 252 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!
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Beloborodova is author of 160 articles (mostly in Russian), 5 whole books, 7 chapters of books, and 3 edited books.',institutionString:"Federal Research and Clinical Center of Intensive Care Medicine and Rehabilitology",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"2",totalChapterViews:"0",totalEditedBooks:"0",institution:null}],coeditorOne:{id:"298472",title:"Prof.",name:"A.V.",middleName:null,surname:"Grechko",slug:"a.v.-grechko",fullName:"A.V. Grechko",profilePictureURL:"https://mts.intechopen.com/storage/users/298472/images/system/298472.jpg",biography:'Grechko Andrey Vatheslavovith, PhD (a doctor of medicine), professor (1996). His education: Moscow medical Institute N.A.Semashko majoring in "Medicine" (1998), clinical residency in dermatovenerology (2000, Moscow). In 2009, he also received his second higher education in the specialty “psychology”. Professor A.V. Grechko held the position of chief physician of the Central clinical hospital (Moscow), at the same time he served as a professor at the faculty and engaged in scientific research at the University. Since 2013 he has been the creator and from 2015 to the present he is the director of Federal scientific and clinical center for intensive care and rehabilitation, Moscow. \r\nIn 2019 professor A.V. Grechko was elected a Corresponding Member of the Russian Academy of Sciences. Нe has many years of experience in research and teaching in various fields of medicine. He has been author and co-author of more than 150 scientific papers, 5 Patents, 4 medical books, including «Metabolomic Discovery of Microbiota Dysfunction as the Cause of Pathology», DOI: 10.5772/intechopen.87176. – Chapter in Book IntechOpen, 2019\r\nhttps://www.intechopen.com/online-first/metabolomic-discovery-of-microbiota-dysfunction-as-the-cause-of-pathology',institutionString:"Federal Research and Clinical Center of Intensive Care Medicine and Rehabilitology",position:null,outsideEditionCount:0,totalCites:0,totalAuthoredChapters:"0",totalChapterViews:"0",totalEditedBooks:"0",institution:null},coeditorTwo:null,coeditorThree:null,coeditorFour:null,coeditorFive:null,topics:[{id:"6",title:"Biochemistry, Genetics and Molecular Biology",slug:"biochemistry-genetics-and-molecular-biology"}],chapters:[{id:"71233",title:"Is a Fecal Microbiota Transplant Useful for Treating Inflammatory Bowel Disease?",slug:"is-a-fecal-microbiota-transplant-useful-for-treating-inflammatory-bowel-disease",totalDownloads:136,totalCrossrefCites:0,authors:[null]},{id:"72989",title:"Probiotic Bacteria in Microbiome against Allergy",slug:"probiotic-bacteria-in-microbiome-against-allergy",totalDownloads:83,totalCrossrefCites:0,authors:[null]},{id:"72563",title:"Contribution of Gut Microbiome to Human Health and the Metabolism or Toxicity of Drugs and Natural Products",slug:"contribution-of-gut-microbiome-to-human-health-and-the-metabolism-or-toxicity-of-drugs-and-natural-p",totalDownloads:80,totalCrossrefCites:0,authors:[null]},{id:"72586",title:"Intestinal Dysbiosis and Non-Alcoholic Fatty Liver Disease",slug:"intestinal-dysbiosis-and-non-alcoholic-fatty-liver-disease",totalDownloads:89,totalCrossrefCites:0,authors:[null]},{id:"72388",title:"Skin and Gut Microbiota in Psoriasis: A Systematic Review",slug:"skin-and-gut-microbiota-in-psoriasis-a-systematic-review",totalDownloads:192,totalCrossrefCites:0,authors:[null]}],productType:{id:"1",title:"Edited Volume",chapterContentType:"chapter",authoredCaption:"Edited by"},personalPublishingAssistant:{id:"184402",firstName:"Romina",lastName:"Rovan",middleName:null,title:"Ms.",imageUrl:"https://mts.intechopen.com/storage/users/184402/images/4747_n.jpg",email:"romina.r@intechopen.com",biography:"As an Author Service Manager my responsibilities include monitoring and facilitating all publishing activities for authors and editors. From chapter submission and review, to approval and revision, copyediting and design, until final publication, I work closely with authors and editors to ensure a simple and easy publishing process. I maintain constant and effective communication with authors, editors and reviewers, which allows for a level of personal support that enables contributors to fully commit and concentrate on the chapters they are writing, editing, or reviewing. I assist authors in the preparation of their full chapter submissions and track important deadlines and ensure they are met. I help to coordinate internal processes such as linguistic review, and monitor the technical aspects of the process. As an ASM I am also involved in the acquisition of editors. Whether that be identifying an exceptional author and proposing an editorship collaboration, or contacting researchers who would like the opportunity to work with IntechOpen, I establish and help manage author and editor acquisition and contact."}},relatedBooks:[{type:"book",id:"6694",title:"New Trends in Ion Exchange Studies",subtitle:null,isOpenForSubmission:!1,hash:"3de8c8b090fd8faa7c11ec5b387c486a",slug:"new-trends-in-ion-exchange-studies",bookSignature:"Selcan Karakuş",coverURL:"https://cdn.intechopen.com/books/images_new/6694.jpg",editedByType:"Edited by",editors:[{id:"206110",title:"Dr.",name:"Selcan",surname:"Karakuş",slug:"selcan-karakus",fullName:"Selcan Karakuş"}],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:"Theophanides",surname:"Theophile",slug:"theophanides-theophile",fullName:"Theophanides Theophile"}],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:"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:"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:"1373",title:"Ionic Liquids",subtitle:"Applications and Perspectives",isOpenForSubmission:!1,hash:"5e9ae5ae9167cde4b344e499a792c41c",slug:"ionic-liquids-applications-and-perspectives",bookSignature:"Alexander Kokorin",coverURL:"https://cdn.intechopen.com/books/images_new/1373.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:"57",title:"Physics and Applications of Graphene",subtitle:"Experiments",isOpenForSubmission:!1,hash:"0e6622a71cf4f02f45bfdd5691e1189a",slug:"physics-and-applications-of-graphene-experiments",bookSignature:"Sergey Mikhailov",coverURL:"https://cdn.intechopen.com/books/images_new/57.jpg",editedByType:"Edited by",editors:[{id:"16042",title:"Dr.",name:"Sergey",surname:"Mikhailov",slug:"sergey-mikhailov",fullName:"Sergey Mikhailov"}],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:"878",title:"Phytochemicals",subtitle:"A Global Perspective of Their Role in Nutrition and Health",isOpenForSubmission:!1,hash:"ec77671f63975ef2d16192897deb6835",slug:"phytochemicals-a-global-perspective-of-their-role-in-nutrition-and-health",bookSignature:"Venketeshwer Rao",coverURL:"https://cdn.intechopen.com/books/images_new/878.jpg",editedByType:"Edited by",editors:[{id:"82663",title:"Dr.",name:"Venketeshwer",surname:"Rao",slug:"venketeshwer-rao",fullName:"Venketeshwer Rao"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}},{type:"book",id:"4816",title:"Face Recognition",subtitle:null,isOpenForSubmission:!1,hash:"146063b5359146b7718ea86bad47c8eb",slug:"face_recognition",bookSignature:"Kresimir Delac and Mislav Grgic",coverURL:"https://cdn.intechopen.com/books/images_new/4816.jpg",editedByType:"Edited by",editors:[{id:"528",title:"Dr.",name:"Kresimir",surname:"Delac",slug:"kresimir-delac",fullName:"Kresimir Delac"}],productType:{id:"1",chapterContentType:"chapter",authoredCaption:"Edited by"}}]},chapter:{item:{type:"chapter",id:"53339",title:"The Effect of Impurities in Nickel Grain Boundary: Density Functional Theory Study",doi:"10.5772/66427",slug:"the-effect-of-impurities-in-nickel-grain-boundary-density-functional-theory-study",body:'\nThe theoretical investigation of mechanical properties of materials, by means of first-principle calculation and molecular dynamics, has known remarkable advances over the past 15 years [1]. These investigations relate directly to the intergranular behavior, which together with dislocation-based mechanisms determine mechanical response of materials with granular structures. Molecular dynamics calculations can give fundamental understanding of the effects of impurity segregation at GBs in order to predict the mechanical response of materials and their tenability as a function of alloying additions. On the other hand, first-principles calculations can be quite effective in developing this understanding. We can assess whether an impurity is a cohesion enhancer and causes the strengthening of the GB or is an embrittler and induces the weakening of the GB, while experimental techniques are difficult to investigate one impurity alone without the influence of other impurities.
\nFirst-principle calculations are widely used for metals and alloys. Grain boundaries of iron make a large part of these investigations. Impurity segregation to the GB in iron is described and understood relatively well, both theoretically and experimentally. In contrast, this is not the case of GB in nickel. The experimental information is quite rare [2]. In recent years, many efforts have been devoted to theoretically determine the effect of impurities on nickel grain boundaries, motivated by the industrial challenges facing fabrication and aging of nickel-base superalloys [3].
\nIt is already well known, both experimentally and theoretically, that sulfur acts as an embrittling element in nickel grain boundary and boron acts as enhancing element [3]. Some other elements like phosphorus are not that clear from first-principle calculations and became a subject of debate between strengthen and embrittling [4]. In contrast to light elements, influence over Ni grain boundaries of alloying elements took less attention [5]. The main elements for this purpose are transition metals, and the most important of them are elements of columns IV–VII and periods 4–6 of the periodic table.
\nEven though some of these element impurities effects have been studied theoretically, it is remarkable that there are still no comparisons between the effects of theses element in the GB. This is because it is hard to make comparison between results of different works due to the differences in impurity concentrations, GB models, number of atoms per unit cell, methods of calculations and type approximations used. We think that it is important now to have a systematic study to find the most enhancing and the most embrittling elements on Ni GBs. This knowledge can be used also to optimize the material properties as we are trying to understand the mechanisms and effects of different impurity atoms.
\nThis chapter is divided in two parts. Part I is about the methodology of our calculations. Part II describes and discusses the obtained results, and it is organized as follows. First, details of calculation of the effect of Vanadium and Niobium in Nickel GB are exhibited. The effect of light elements “B, P, O, N, Al, Si, S, C” in NiΣ5 GB and surface and also of transition metal elements “Ti, V, Cr, Mn. Zr, Nb, Mo, Hf, Ta, W, Re” in NiΣ5 GB and surface are presented and discussed. Finally, a main conclusion is drawn.
\nThis chapter describes the Nickel Σ5(210) grain boundary models used in these work. Since we are dealing with 2D defect, the constructed structure is not evident as crystals. Beside this, computational parameters used in different models are presented with the precision required and explanation the choice of methods of calculations and the adequate approximations. We briefly present how to calculate free surface energy, grain boundary energy and the tensile strength for a clean and impurity decorated GB.
\nTotal energy calculations and geometry optimizations have been carried out using pseudopotentials plane-wave method as implemented in Cambridge serial total energy package (CASTEP) [6].
\nLocal density approximation LDA CA-PZ is used for the exchange-correlation potentials (CA-PZ: Ceperley-Alder [7], data as parameterized by Perdew and Zunger [8]). Norm-conserving pseudopotentials (NCP) [6] are used with 720 eV plane-wave cutoff energy for all calculations. The valence electronic configuration of Ni is 3d84s2, and all other transition metal elements are treated including the d shell in valence bonds. The k-points sampling of Ni unit cell was carried out using 8 × 8 × 8 Monkhorst Pack mesh grid, which corresponds to different sampling on different model such as 4 × 4 × 1 k-points sampling for the 22 and 80 atom model and 3 × 5 × 1 for the 44 atom model of our grain boundaries. \nFigure 1\n presents a sample of 44 atom model used in segregation energies; substitutional segregation sites are sited from 1 to 11. This optimized values lead to an acceptable accuracy for the calculation of the total energy since we are calculating only the difference in total energy between two calculations; thus, a precision of 1 meV is sufficient. In the calculation of density of state and Mullikan population analyses which depend on the derivative of the total energy, we used more strict tolerance such as 6 × 6 × 2 in k-point sampling. The calculations assure a high level convergence of the total energy difference with respect to the number of atoms within 10−6 eV for total energy and maximum Hellmann-Feynman force within 0.1 meV/Å for pure Ni Σ5(210) GB and energy difference of 2 × 10−5 eV per atom for segregation and tensile test calculations.
\nUnit cell model of Ni Σ5(210) symmetrical tilt grain boundary, model used in segregation study. Unit cell shapes are shown by solid lines. Axes directions and orientations are also presented. Atomic sites used in segregation are indicated by numbers (0–11).
For reasonable and fast convergence of the total energy, electronic occupancies were determined according to a Gaussian scheme with an energy smearing of 0.2 eV. The Pulay scheme of density mixing was used for self-consistent field (SCF) calculations [9].
\nIn this work, we are dealing with Nickel GBs and transition metal impurity mainly, and they provide unique challenges to compute the electronic structure and for some pseudopotentials cause a lot of trouble to converge to an acceptable criteria. The choice of LSDA, norm-conserving pseudopotentials, came after a long study; we have done based mainly of the convergence of the total energy.
\n\n\nTable 1\n presents the calculated lattice parameters for Nickel single crystal for different pseudopotentials and methods. As expected, for both approaches “ultrasoft and norm-conserving,” LDA underestimates the lattice parameter 3.524 Å and the GGA overestimates it. The error for all methods is acceptable and has a maximum value of 2.66%. Moreover, the non-spin treatment results shrinking of lattice parameter. The method that most predict the lattice parameter is LSDA using norm-conserving pseudopotentials with error of 0.17%.
\nUltrasoft | \n\na (Å) Spin | \n\na (Å) Non-spin | \nMagnetic moment µ | \nNorm-conserving | \n50 SCF step (s) | \n
---|---|---|---|---|---|
LDA CA-PZ | \n3.516 | \n3.451 | \n0.740 | \nLDA | \n2077.780 | \n
GGA-PBE | \n3.553 | \n3.547 | \n0.660 | \nLSDA | \n7875.180 | \n
GGA-PW91 | \n3.550 | \n3.544 | \n0.640 | \nX-time | \n3.790 | \n
Exp | \n3.524 | \n\n | \n | Ultra-soft | \n\n |
NC-PP | \nSpin | \nNon-spin | \nMagnetic moment µ | \nLDA | \n2057.780 | \n
LDA CA-PZ | \n3.518 | \n3.506 | \n0.760 | \nLSDA | \n7851.480 | \n
GGA-PBE | \n3.451 | \n3.440 | \n0.720 | \nPAW-LSDA | \n2404.180 | \n
GGA-PW91 | \n3.430 | \n3.443 | \n0.680 | \n28kpt-600 | \n\n |
Nickel lattice parameters in Å with different computational parameters for the magnetic and nonmagnetic case, and the time in seconds for the first 50 SCF cycle for different LDA combinations using 4 cores 3.4 GHz.
From \nTable 1\n, we can also see the CPU time cost for 50 SCF steps using four cores 3.4 GHz and 32 GB RAM. The spin treatment costs about four times that the non-spin calculations, which explains why many calculations in the past were expensive to perform with spin treatment, particularly when the lattice parameters have close values. In order to compare the CPU time used in this work, we perform calculation with the “PAW method” implemented in VASP package, which is the most used method for GBs calculation in Ni. We use the same GB model with the closest parameters. The result shows that PAW is about two to three times much faster than norm-conserving.
\nWe have to mention that the choice of LSDA using norm-conserving was not based mainly on lattice parameters nor on CPU time, but on convergence of total energy for transition metal element, especially during tensile test. The majority of other conducted methods fail to converge when the separation distance between the two surfaces is larger than 3 Å “during tensile test.” Norm-conserving with LSDA was the best combination that converges well to the required tolerance in all cases.
\nWe introduce the GB energy (γGB) and free surface (FS) energy (γFS) to characterize GB cohesive properties, which are defined as the energies needed to create a GB and FS in the bulk [10]. They are given by the following relations:
\nwhere \n
The impurity segregation energy is defined as the difference between the total energy of a system E\n\nI-FS/GB\n with the impurity in the surface layer (or GB), and the energy E\n\nBulk\n with the impurity is in the bulk:
\nTherefore, the sign convention is that the negative segregation energy corresponds to impurities that want to segregate [5].
\nAccording to the Rice-Wang model [11], the binding energies of the impurities at the grain boundary \n
where \n
So in order to calculate these two properties (segregation and binding energies), we need to use six models which are:
\nFully relaxed clean grain boundary, E\n\nGB\n.
Fully relaxed grain boundary with segregated impurity atoms, E\n\nI/GB\n.
Fully relaxed clean grain boundary with the impurities deep in the bulk region, E\n\nI/GB.bulk\n.
Relaxed clean free surface, E\n\nFS\n.
Relaxed free surface with segregated impurity atoms, E\n\nI/FS\n.
A monolayer of impurity atoms, E\n\nI\n, in positions which correspond to the impurity atoms at the grain boundary.
The theoretical (ideal) strength of a crystal as defined by reference [12] is determined by “the maximum stress at elastic instability (yield or break) when applying an increasing stress to an infinite perfect crystal. It forms an upper limit to the strength of a real crystal (\nFigure 2\n), which is of both scientific and engineering value. The theoretical strength is an intrinsic material property, which is determined by the behavior of valence electrons and ions. Similarly, the theoretical strength of an ideal defective system containing only one defect such as a point defect, an interface, a grain boundary, etc., can be determined as the maximum stress required to reach elastic instability under increasing load without introducing extrinsic dislocations or cracks” (\nFigure 2\n) [12].
\nTypical stress vs. strain diagram indicating the various stages of deformation, open source image (modified).
Here, we recall how to calculate the cohesive energy 2γ and the tensile strength σMax (equal to the maximum tensile stress), as presented in [13]. We set a fracture plane that gives the minimum cohesive energy; then, the upper and lower half crystal blocks are rigidly separated by five equal increments (\nFigure 3\n). Each time in the separation process, we perform structure relaxation of the GB region, while fixing atomic layers close to the free surface in order to mimic the bulk structure. Then, the cohesive energy 2γ of the GB is the difference between the two total energies:
\nRepresentation of the GB fracture, the GB is separated in the weakest region, which corresponds to the (210) surface that attach the two grains, dz presents the separation distance.
EGB is the energy of the GB without separation (point 0), and ES-GB is the total energy for which the separating distance is so large that it does not change any more, typically after 0.5 nm separation.
\nThe maximum tensile stress is calculated as follow. A simple function f(x) is fitted to the calculated total energy versus separation distance x\n
\nHere 2γ and λ are fitting parameters. λ is defined as the Thomas-Fermi screening length. This function is known as the universal binding curve proposed by Rose et al. [14]. It describes well the bonding nature between atoms and constitutes the best fit of binding energies versus atomic distances for the metallic systems. The tensile stress is the derivative of f(x):
\nThe maximum of f′(x) is at x = λ and corresponds to the maximum theoretical tensile stress or tensile strength σ\n\nMax\n; therefore,
\nThe \nFigure 4\n represents a calculated example that shows the variation of total energy in Fe Σ3(111) GB with boron impurity segregate in site 0, and the value of the 2γ is 5.41 J m−2; thus, the cohesive energy γ is 2.70 J m−2. The tensile strength is plotted by evaluating the derivative of Rose function f′(x) with function of separation distance x.
\nThe variation of cohesive energy and tensile stress for FeΣ3(111) GB with boron impurity segregate in site 0.
In order to verify whether the present GGA norm-conserving pseudopotentials (NCP) basis sets are suitable to our Ni GB model, we calculated surface and grain boundary energies presented in Eq. (1) of Nickel GB and compare them with known results of previous experimental and theoretical works (\nTable 2\n). Indeed, our result agrees well with both experimental results and previous theoretical calculations (see \nTable 2\n). Thus, we have a strong confidence in the constructed GB configuration of this work.
\nJ.m−2\n | \nOur NCP | \nPP-PAW | \nUS-GGA | \nExp. (polycrystal) | \n
---|---|---|---|---|
GB energy | \n1.23 | \n1.23a, 1.43b, 1.33c\n | \n1.41e\n | \n0.93d, 1.24f\n | \n
FS energy | \n2.53 | \n2.34a, 2.65b, 2.29c. | \n2.40e\n | \n2.59d, 2.02f\n | \n
The calculated total DOS (TDOS) for the grain boundary model (\nFigure 5\n) appears to have similar characteristics to that of the bulk, that is, the trend of the plot and the density of electrons values are close to each other, and also that the d-bonds are the responsible for bonding, which means that there is no major change in the metallic bonding.
\nTotal and partial density of stated for Ni atom in bulk and in site 1 of the grain boundary.
Now we study the difference between Ni atom in perfect bulk and Ni atom in the GB region. From \nFigure 5\n, we take site 1 as example, because it represents well the different in environments, and we remark that there is a DOS shape compression of the Ni at GB. The difference is much remarkable for the d states that vary from −5 to +3 eV for Ni in the bulk and narrowed for the site1 from −5 to +0.5 eV (\nFigure 5\n). This compression happened more in the conduction which mean that the GB region reduces electric conduction (barriers) because we know that the electric conduction depends on the electron density around Fermi level [15].
\nChen et al. [16] calculate partial DOS (PDOS) for different layers and show that the GB has a significant effect on the shape of d-DOS, and show that at layer 4 the d-DOS became indistinguishable from that calculated for the bulk atom; we could conclude that the effect of the grain boundary in Ni binding disappears totally in the 4th layer.
\nIn both cases, the magnetic moments of Ni increase when we move from GB until it reach the bulk value from the 6th layer on [10], which is also remarked here.
\nIn this part, we discuss our results of tensile strength which is uncovered topic for these eight light elements except B and S which is already calculated [17, 18]. We compare our results of segregation and binding energy with the available experimental and theoretical calculations.
\nControversy regarding the role of P in the Ni GB, Geng et al. [19] proved that P is an embrittler to Ni GB by means of atomic distances, electronic structures and the RWEP. In contrast, Masatake et al. [20] declared that P has a beneficial effect on the Ni GB cohesion, which is in contradiction with previous calculations. While Všianská et al. showed that interstitially segregated P has none or negligible strengthening effect on Ni GB by studying the RWEP. Liu et al. [4] decide to reach a more profound conclusion by calculation of phosphor effect with function of concentration. They found that when the concentration of P is relatively low (0.25–0.5 monolayer, i.e., Np = 1–4; \nFigure 6\n), P tends to bond strongly with the neighboring Ni atoms, which is beneficial to the GB cohesion.
\nThe variation of TTS with function of concentration. The case of NP = 1 represents the GB with 1 P atom in layer 0 or 2, and the case of NP = 4 represents the GB with 4 P atoms in layer 0 or 2. In the range of NP = 5–7, layer 0 is fully occupied by 4 P atoms and layer 2 is occupied by 1–3 P atoms, data from Ref. [4].
In the meanwhile, P draws charge from these Ni atoms and removes electrical charges from the Ni–Ni bonds to weaken them. As the P concentration increases (Np = 5–7), P atoms get close and exert a repulsive interaction on each other, thus result in a thin and fragile zone in the GB. Our calculation corresponds to configuration 2P (Np = 2) corresponding to 0.5 atom/ML at GB see [4], which is favorable from the energetic point of view of Liu (\nFigure 6\n). The largest segregation energy in Liu is −1.45 eV correspond to 4p concentration. This value is in agreement with ours about −1.77 eV for 1p concentration. The results of tensile strength are different from ours due to the different methods and approximation used for TTS calculation. Moreover, our results for segregation energy are much closer to Všianská et al. (Eseg = −1.6 eV). We found that P has embrittlement effect for this concentration, with positive RWEP, confirmed by the value of TTS (24.4 GPa) and with little decries of cohesive energy to 3.44 eV. For concentration 4P (Np = 4) (1atom/ML), we calculate the TTS, appear to be much lower than Liu value and correspond to 22 GPa with cohesive energy of 3.3 eV that confirm the increase of the embitterment effect with the increasing of the P concentration. Our results for two P concentrations show that there is no enhancing effect of phosphor impurities and acts always as embrittler.
\nOxygen and sulfur have very destructive effect on the Ni GBs. This is clear from tensile strength values presented in, which reduce TTS by 23%. Sulfur is always considered as the most damaging embrittler due to its inevitable existence sometimes in industrial processes. Many experimental and theoretical studies were carried out about its effect [10, 13]. In the other hand, oxygen didn’t get that attention at least for theoretical calculation. Here we try to focus more on the effect of oxygen and mention some literature reviews.
\nOur results show that oxygen impurity present a clear embrittlement to the Ni GB, with the strongest reduction in the cohesive energy that reaches 3.08 J/m2 of Ni GB. The TTS presents a value of 21.1 GPa and the largest RWEP (1.48 eV/atom). Všianská and Šob [10] explain that by the fact that isolated oxygen atom has a large magnetic energy, which is the reason for making the binding energy of oxygen very large and cause a GB expansion which leads to embrittlement. Furthermore, some experimental observations about the effect of oxygen in NBS by Bricknell and Woodford [21] describe some results and observations on air embrittlement of a commercially pure nickel (Ni200) and show that oxygen was the damaging species and that nitrogen was innocuous. They mention that “the high concentration of sulfur at the boundaries made oxygen detection by Auger analysis extremely difficult. However, direct evidence for grain boundary oxygen penetration was provided by the formation of various oxygen containing compounds, which were readily observed using scanning electron microscopy” [21].
\nYamaguchi et al. [13] perform comparison between calculated tensile strength for different sulfur impurity concentrations and compare them with experimental ultimate tensile strength with the same concentration of FCC Ni GB [13]. One can see that the order of the tensile strength largely differs between experiment and calculation, and both of strengths are reduced by one order of magnitude with increasing sulfur concentration [13]. The discrepancies in values are due to many reasons. The most plausible of them is the fact that DFT simulations are done for a small model of one symmetrical tilt grain boundary without taking in account the dislocations, while experimental fracture occurs at various kinds of grain boundaries (random grain boundaries, etc.) associated with dislocation emitting. Considering these facts, the agreement between behavior of TTS calculations and experiments seems to be reasonable.
\nMasatake et al. [20] have calculated the embrittling potency energy of some light elements and show that boron has the best enhancing value for these impurities. This is also the case here. Later then, with 80 atom Ni FCC model, Kart and Cagin [18] investigated the effects of boron segregation at the Ni ∑5(210) GB in the four interstitial possible positions. They found that increment of the boron atom in the GB site 0 increases the value of the theoretical tensile strength for Ni. Using GGA approximation, they show that the stresses for the GB including one, two, three and four boron atoms are evaluated as 24, 26, 25.8 and 27 GPa, with 23 GPa for the pure GB. Our calculations are relatively in a good agreement, with 37.6 GPa for two boron atoms in GB and 27.6 GPa for the pure Ni GB. The difference in TTS results is due essentially to different TTS calculation methods, which is with GGA approximation known to give lower TTS value than our method approximation (LSDA). All these works agree together that boron is an enhancer to Ni GB. In our calculation, boron presents the highest tensile strength and also the highest RWEP of −0.94 eV. This makes him the best impurity type in the considered eight light elements.
\nThese two elements are juxtaposed on the same colon, that is, they have the same electron number in valence band. These elements take the less attention in the computational side due to their indecisive effect and controllability of their existence in experiments [22].
\nGeng et al. [19] have expect that aluminum and silicon, which have similar atomic size and bonding as phosphorus, would be embrittler for Nickel ∑5(210) GB. Later on, Všianská and Šob [10] have calculated the segregation energy and embrittlement potency and show that, contrary to the Geng prediction, Si acts as enhancer with Rice WEP −0.41, and Al has no significant effect in Ni GB with RWEP −0.03.
\nFor Silicon, our results confirm Šob findings, but they go more to Geng prediction for Al which presents more embrittlement character with RWEP +0.16. Beside Geng and Šob approaches, our results expected to be more accurate with the calculation of the cohesive energy and the TTS, which show embrittlement of Al impurities to 24.6 GPa, and a little enhancement of Si impurity to 28.2 GPa, and validate the RWEP values.
\nSiegel and Hamilton [31] have studied carbon segregation and diffusion within a Nickel ∑3 grain boundary and show that interstitial site is preferred for the magnetic and nonmagnetic cases. But the author did not calculate the strengthen effect. In 2008, Sanyal et al. [23] have talked about the strengthen effect of carbon impurity in Nickel ∑5(210) GB using the cohesive energy values. They founds decries of the cohesive energy from 3.60 to 3.54 eV, in which they concluded that C acts as embrittler. Using a 20 atoms model, Masatake et al. [20] have found negative RWEP which means that C acts as cohesive enhancer. Contrarily, Young et al. [24] find positive RWEP with 40 atom models which confirm that C is an embrittler impurity. This result is in agreement with our 2 × 2 64 atoms model, in which we found enhancement in cohesive energy, TTS and negative RWEP. This controversy in results is mainly due to the model number of atoms, and thus, we confirm the remark of [25] that low segregation energy can give wrong values.
\nFor the Nitrogen case, we found that N impurity atom results a positive RWEP and a lower cohesive energy, but with a small enhancement in the TTS. This value of TTS is not in agreement with the RWEP and cohesive energy. RWEP results in [20] agree well with our RWEP finding for the non-spin calculation, taking into account the loose in cohesive energy of a GB with N impurity. Taking in to account the result of Masatake and as mention above that the total energy and forces of some elements mainly for N do not converge to the required criteria for some fracture cases, we can conclude based only on the two factors (RWEP en Ecoh) that N is embrittler.
\nYoung et al. [24] have put the order of the impurities effect from most embrittling to most strengthening, the impurity elements are ranked as He, Li, S, H, C, P, Fe, Mn, Nb, Cr, and B. Helium is strongly embrittling (+1.07 J/m2 lowering of the RWEP), while phosphorus has little effect on the grain boundary (−0.05 J/m2), and boron offers appreciable strengthening (−0.54 J/m2 increase in RWEP). These findings are consistent with experimental observations (e.g., He, S and H are known embrittling agents and boron is a known strengthener in nickel-base alloys). This classification is in excellent agreement with our tensile strength results even the paper was conducted on ∑5 twist Ni GB along, which give us more confidence that the study of the effect of impurity in one type of GB could lead us to general result about its behavior in other type of Ni GBs.
\nLight elements are, in general, known as embrittling agents for Nickel, whereas transition metal elements are known as the main enhancing alloying impurities. Even though these elements have been subject of intensive thermodynamic based studies for their effects on Nickel as impurities, there is a lot of discrepancy in results of different models [19]. Nevertheless, there are few works which treat it by quantum mechanical approaches [23, 24]. Razumovskiy et al. [5] calculated the segregation energy, partial cohesive energy and RWEP for W, Zr, Hf, Bi, S, B, Ta and Re. While writing this work, another work from Ref. [3] conducts a study of purpose to the design of Ni-base polycrystalline superalloys by studying the influence of a wider range of transition metal elements on grain boundary segregation and bulk cohesion in Ni ∑5(210) GB.
\nIn this paragraph, we compare and discuss the results of segregation energy and tensile strength for some elements mentioned in other works. Hf impurity shows an important RWEP of −0.61 in agreement with Razumovskiy et al. value of −0.69 eV/atom. Sanyal et al. [23] found that Hf was favored at the GB by +0.8 eV/atom relative to that in the bulk. Hf is experimentally found to strengthen GBs [26]. In this work, we add more information about its effect by TTS calculation. We predict that Hf is not a good enhancer if available alone in the GB. Its existence in Ni GB with other embrittling elements such as sulfur further should be studied. The high segregation energy of Hf may compete S segregation to Ni GB and overcome its undesired effect.
\nTa has the highest RWEP among transition metals with a large cohesive energy of +5.22 eV and second largest TTS after W. Ta is hence one of the best enhancer. We found a negative and large value of segregation energy at GB for Ta −0.91 eV. Similar conclusion was also drawn by [5].
\nIf we referee to our calculated results about Cr additions, this element does not prefer to be at the GB region, but rather to the surface. Even though, it presents a positive RWEP. Its effect in the GB if existed is not harmful and doesn’t affect considerably the cohesive energy and TTS calculations. The later result is confirmed by the small negative RWEP value of Cr in Young work [24].
\nW has the largest cohesive energy, the highest TTS and a very important RWEP. Based on these factors, we can say that W is the best enhancer among the 12 considered transition metals elements with small difference with Ta. Represents high cohesive energy, but it does not have the highest tensile strength, in accordance with Tahir’s work [27] that cohesive energy does not give full presentation of enhancement/embrittlement.
\nBased on other first-principles method calculations (full-potential linearized augmented plane-wave method FLAPW). Geng et al. [19] calculated that the cohesive energy for all transition metals elements in order to, unambiguously, predicts the effect of a substitution alloying addition on grain boundary cohesion of metallic alloys. \nFigure 7\n presents a comparison between our calculated values for the cohesive energy and those obtained by Gang et al. [19]. We notice that even there is a similar trend in both results (e.g., W has the largest cohesive energy followed by Re and Ta approximately with the same value and so on), and the cohesive energy values are quite different. \nFigure 7\n shows that the cohesive energy from our calculations varies in the range [+5.6 to +4.6 eV], while Geng results fluctuate largely from +8.66 to +2.98 eV. Geng results seem to be less accurate than ours. For example, Geng calculated cohesive energy for W impurity at Ni GB and found 8.66 eV, 2.4 time larger than our value and other known pure GB cohesive energies [19]. This value (8.66 eV) could lead to very high value of tensile strength equal to 65 GPa and vice versa 22 GPa for Mn (lower than sulfur), which are simply not reasonable for the magnitude range of Ni-TTS. We think that these fluctuations are first due to the number of atoms (22 atoms) in Geng model, which leads to highest segregation energies and therefore higher effect on the GB TTS. Also, the relaxation of atomic positions was only done in the normal direction to the GB plane and ignored in both lateral and the mirror symmetries in the normal direction to the GB plane (210).
\nThe cohesive energy of Nickel Σ5 GB with impurity type in it, element in X axes represents the impurity type (one atom) generally located on Site1. Data 1 taken from Ref. [19].
In this work, we conduct analyses about the influence of segregated impurities on the properties of nickel grain boundaries. The problematics and controversy of results posed here have a dual character: fundamental and industrial. The selected impurities are eight light elements and eleven transition metals elements of the periodic table. The adopted methodology for this study was based on density functional theory widely used in recent years to predict the mechanical response of materials and their tenability as a function of alloying additions.
\nAfter optimization study, we have shown that the norm-conserving approach together with local density approximation is best suited to solve convergence problems as well as to give accurate results in the case of metallic systems. Furthermore, different GB models have been used in order to fulfill the required calculated property.
\nCalculations permitted us to confirm that light elements (column 13–16, periods: 2 and 3) have strong tendency to segregate at Ni grain boundary due to their small size and high electronegativity. However, their influence on the cohesion of the grain tensile strength (TTS) differs from one element to another. We also confirmed that sulfur and oxygen are the most embrittling elements in Nickel GB in accordance with established literature results.
\nOur calculations show that the transition metal elements (column 22–25 periods: 4–6) have a general tendency to segregate to the grain boundaries in a moderate way. Unlike light elements, these elements tend to strengthen the Ni grain boundaries, with the exception of Mn which acts as embrittler, in which we studied further in order to explain this case. We have shown that the magnetism of Mn plays an important role in the GB decohesion. Among these transition elements, we have shown that W and Re are the most consolidating for Ni GB and therefore are candidates for counter embrittlement of sulfur.
\nMicroalgae are a large diverse group of microorganisms comprising photoautotrophic protists and prokaryotic cyanobacteria—also called as blue-green algae. These microalgae form the source of the food chain for more than 70% of the world’s biomass [1]. Microalgae are single-celled, microscopic photosynthetic organisms, found in freshwater and marine environment. They produce compounds such as protein, carbohydrates, and lipids. Mostly, microalgae are photosynthetic microorganisms; it does not contain cell organelles unlike land plants. They use the carbon from air for energy production.
\nMicroalgae can be cultivated photosynthetically using CO2, solar energy, and water. It can be cultivated in shallow lagoons, marginal ponds, raceway ponds, or artificial tanks. The use of plastic tubes/reactors in pond system can achieve up to seven times the production efficiency compared to open culture system [2].
\nThere are more than 300,000 species of microalgae, out of which around 30,000 are documented. They live in complex natural habitats and can adapt rapidly in extreme conditions (in variation of extreme weather conditions). This ability makes them capable to produce secondary metabolites, with novel structure and biologically active functions.
\nMicroalgae produce some useful bio-products including β-carotene, astaxanthin, docosahexaenoic acid (DHA), eicosapentaenoic acid (EPA), bioactive and functional pigments, natural dyes, polysaccharides, antioxidants, and algal extracts. The first commercial cultivation of Chlorella was started in 1960 in Japan for nutraceuticals. Microalgae grow fast and produce large biomass with high protein content and consist the source of “single cell protein” [3] (Figure 1).
\nApplication of microalgae in various fields.
Algae are classified into many major groups, based on pigment composition, storage compound, and diversity in features of its ultrastructure. However, advance molecular biology-based techniques are nowadays used to check the relation between taxonomic groups and families of the specific class.
\nThe global market value of microalgae is estimated to be around US$ 6.5 billion, out of which about US$ 2.5 billion is generated by the health food sector, US$ 1.5 billion by the production of DHA, and US$ 700 million by aquaculture. The annual production of microalgae is approximately 7.5 million tons.
\nThe diversity of microalgae is vast and represents an intact resource. The scientific literature indicates the existence of 200,000 to several million species of microalgae when compared to about 250,000 species of higher plants [4].
\nGreen microalgae usually grow in freshwater and seawater, whereas several other species of microalgae grow in extremely saline environments, such as the Great Salt Lake in UT, USA, and the Dead Sea in Israel. Within these aqueous habitats, some algae grow inside the deeper waters, others populate the subsurface water column, and a few grow at the limits of the photic zone, 200–300 m below the water surface [5, 6, 7, 8]. The microalgae are small in size (mostly 5–50 μm) and characterized by a simple morphology, usually unicellular. Accordingly, most of the species are not observed as an individual cell/specimen but become noticeable only when it generates large colony, specially in the form of green, black, red, or brown patches on the water surface. Coastlines between 45 and 30°N are suitable regions for algal farming, in particular in those territories at the south of the Mediterranean that experience warmer climates and whose temperature does not go too much below 15°C throughout the year [2]. This type of warmer climate of the Mediterranean region can facilitate the algal growth in the open or closed pond system.
\nThe environmental parameters favorable for mass scale culture are explored by many counties. For example, Israel and few Mediterranean countries have explored specific parameters for each economically important alga and cultivating it by maintaining them artificially for mass scale production. Few advance countries have started culturing several microalgal strains of biofuel production, while countries like Libya, Cyprus, and Turkey also have plenty of marginal lands to harvest algae. For these countries a limited water resource is not a constraint as they are using recycled brackish or saline water. With the high temperatures in the Mediterranean region, the open or closed pond system would probably be the most efficient and suitable to grow algae.
\nTerrestrial microalgae belong primarily to three diverse evolutionary pedigrees: the blue-green algae (Cyanobacteria), the green algae (Chlorophyta and Streptophyta), and the diatoms (Bacillariophyceae, Ochrophyta) [9]. However, the species of green and blue-green algal group are the majorly studied group, taxonomically as well as with economical perspective. Nevertheless, the understanding of the patterns of geographical distribution in terrestrial algae is inadequate, mainly due to poor understanding of the diversity of these organisms [10].
\nMicroalgae have a wide range of industrial applications, in food industries, wastewater purification, and pharmaceutical formulations [11]. Microalgae can also be used for high-value food, health food for human, polysaccharides, food and fodder additives, cosmetics, antioxidants, anti-inflammatory objects, dyes and feed for aquaculture, and preparation of biofilms [3, 12, 13].
\nThe most widely used microalgae include Cyanophyceae (blue-green algae), Chlorophyceae (green algae), Bacillariophyceae (including diatoms), and Chrysophyceae (including golden algae). Table 1 highlights some major microalgal species, products, and their application.
\nGroup/species | \nExtract | \nUse/application | \n
---|---|---|
Arthrospira (Spirulina) platensis | \nPhycocyanin, biomass | \nHealth food, cosmetics | \n
Arthrospira (Spirulina) | \nProtein, vitamin B12 | \nAntioxidant capsule, immune system | \n
Aphanizomenon flos-aquae | \nProtein, essential fatty acids, β-carotene | \nHealth food, food supplement | \n
Chlorella spp. | \nBiomass, carbohydrate extract | \nAnimal nutrition, health drinks, food supplement | \n
Dunaliella salina | \nCarotenoids, β-carotene | \nHealth food, food supplement, feeds | \n
Haematococcus pluvialis | \nCarotenoids, astaxanthin | \nHealth food, food supplement, feeds | \n
Odontella aurita | \nFatty acids, EPA | \nPharmaceuticals, cosmetics, anti-inflammatory | \n
Porphyridium cruentum | \nPolysaccharides | \nPharmaceuticals, cosmetics | \n
Isochrysis galbana | \nFatty acids | \nAnimal nutrition | \n
Phaeodactylum triconutum | \nLipids, fatty acids | \nNutrition, fuel production | \n
Lyngbya majuscule | \nImmune modulators | \nPharmaceuticals, nutrition | \n
Schizochytrium sp. | \nDHA and EPA | \nFood, beverage, and food supplement | \n
Crypthecodinium cohnii | \nDHA | \nBrain development, infant health and nutrition | \n
Nannochloropsis oculata | \nBiomass | \nFood for larval and juvenile marine fish | \n
Since the last 20 years, biotechnological and nutraceutical application of microalgae has focused specifically on four major microalgae: (a) Spirulina (Arthrospira), (b) Chlorella, (c) Dunaliella salina, and (d) Haematococcus pluvialis.
\nSpirulina is a prokaryotic cyanobacterium that has been commercially produced for over 30 years for uses including fish food, vitamin supplements, food dyes, aquaculture, pharmaceuticals, and nutraceuticals [15, 16]. Spirulina is manufactured by many pharmaceutical companies. This alga is thought of as a super food and is widely cultured, primarily in specifically designed raceway ponds and photobioreactors, to meet the current demand.
\nSpirulina is one of the algae studied for large-scale commercial culture. It grows best at a high pH (9–11) and high bicarbonate concentrations. Generally raceway ponds are used to culture Spirulina. The water depth in the pond is generally 300–500 mm depending on the physical–chemical parameters and density of microalgae. The depth is also dependent on pond size, water flow velocity, and light absorption by the algal culture. Water temperature and pH have a large effect on the productivity of this species. It grows well between the temperatures of 35 and 37°C [17]. Spirulina is a filamentous microalga; hence, its harvesting is relatively easy.
\nSpirulina contains 60–70% protein by weight (including many amino acids) and contains up to 10 times more beta-carotene than carrots per unit mass [18]. Spirulina is rich in nutrients such as B vitamins, phycocyanin, chlorophyll, vitamin E, omega 6 fatty acids, and many minerals [19]. Spirulina is used for weight loss [20], diabetes [21], high blood pressure, and hypertension [22]. It has documented antiviral [23, 24] and anticancer properties [25]. Spirulina positively affects cholesterol metabolism by increasing HDL levels, which can lead to healthy cardiovascular functions [26]. Romay et al. [27] described the antioxidant and anti-inflammatory properties of C-phycocyanin, which is a prevalent pigment in Spirulina. Essential amino acids like leucine, isoleucine, and valine are significantly present in Spirulina. Spirulina contains fatty acids like linolenic and γ-linolenic acid and ω-3 and ω-6 polyunsaturated fatty acids. Spirulina platensis is a natural source of DHA accounting up to 9.1% of the total fatty acids. The mineral content of Spirulina depends on the water in which it was grown, and its content of iron, calcium, and magnesium provides high nutritional value [16]. Belay et al. [18] reported that Spirulina powder contains provitamin A (2.330 × 103 IU/kg), β-carotene (140 mg 100/g), vitamin E (100 mg 100/g), thiamin B1 (3.5 mg 100/g), riboflavin B2 (4.0 mg 100/g), niacin B3 (14.0 mg 100/g), vitamin B6 (0.8 mg 100/g), inositol (64 mg 100/g), vitamin B12 (0.32 mg 100/g), biotin (0.005 mg 100/g), folic acid (0.01 mg 100/g), pantothenic acid (0.1 mg 100/g), and vitamin K (2.2 mg 100/g). The amino acid composition of Spirulina is given in Table 2.
\nAmino acids (g kg−1) | \nSpirulina | \nChlorella | \n
---|---|---|
Alanine | \n47 | \n48 | \n
Arginine | \n43 | \n36 | \n
Aspartic acid | \n61 | \n52 | \n
Cysteine | \n6 | \n4 | \n
Glutamic acid | \n91 | \n63 | \n
Glycine | \n32 | \n34 | \n
Histidine | \n10 | \n13 | \n
Isoleucine | \n35 | \n26 | \n
Leucine | \n54 | \n53 | \n
Lysine | \n29 | \n35 | \n
Methionine | \n14 | \n15 | \n
Phenylalanine | \n28 | \n31 | \n
Proline | \n27 | \n29 | \n
Serine | \n32 | \n28 | \n
Threonine | \n32 | \n27 | \n
Tryptophan | \n9 | \n6 | \n
Tyrosine | \n30 | \n21 | \n
Valine | \n40 | \n36 | \n
Chlorella is a single-cell, spherical shaped (2–10 μm in diameter), and photoautotrophic green microalga with no flagella. It multiplies rapidly requiring only CO2, water, sunlight, and a small amount of minerals. Chlorella has been grown commercially cultured in photobioreactors [28] and harvested by centrifugation or autoflocculation. After harvesting the biomass is spray-dried, and the cell powder is sold directly. Chlorella contains 11–58% protein, 12–28% carbohydrate, and 2–46% lipids of its dry weight [29]. It also contains various vitamins such as β-carotene (180 mg 100/g), provitamin A (55,500 IU/kg), thiamin B1 (1.5 mg 100/g), vitamin E (<1 mg 100/g), riboflavin B2 (4.8 mg 100/g), niacin B3 (23.8 mg 100/g), vitamin B6 (1.7 mg 100/g), inositol (165.0 mg 100/g), vitamin B12 (125.9 mg 100/g), biotin (191.6 mg 100/g), folic acid (26.9 mg 100/g), and pantothenic acid (1.3 mg 100/g) [18, 30]. The amino acid composition of Chlorella is shown in Table 2.
\nChlorella is able to decrease blood pressure, lower cholesterol levels, and enhance the immune system [16]. It also has the potential to relieve fibromyalgia, hypertension, or ulcerative colitis [31, 32]. The presence of aortic atheromatous lesions was significantly inhibited, and low-density lipoprotein (LDL) cholesterol levels were greatly suppressed upon consumption of Chlorella [33]. Some Chlorella consumers have mentioned a potential correlation between some brands of Chlorella tablets and nausea, vomiting, and other gastrointestinal issues. Chlorella has been labeled as a weak allergen and may be of clinical significance to certain types of people [34].
\nDunaliella (D. salina) is a unicellular green alga which contains large amounts of β-carotene, glycerol, and protein that can easily be extracted through its thin cell wall. Dunaliella does not required waters appropriate for agricultural and domestic uses and can be cultured in brackish water, marine water, and highly saline water. Global production of Dunaliella is estimated to be 1200 tons dry weight per year [16]. The dominant companies that produce Dunaliella, mainly for beta-carotene production, are located in Israel, China, the USA, and Australia and include Betatene, Western Biotechnology, AquaCarotene Ltd., Cyanotech Corp., and Nature Beta Technologies [35].
\nDunaliella produces many carotenoid pigments with the dominant being beta-carotene and smaller amounts of lutein and lycopene [36]. Some strains of Dunaliella contain up to 14% of beta-carotene on dry weight basis. The total carotenoid content of Dunaliella varies with the physicochemical parameters and growth conditions. In optimal environmental condition, it can yield around 400 mg beta-carotene/m2 of cultivation area [37]. Carotenoids from Dunaliella are potent free radical scavengers that reduce levels of lipid peroxidation and enzyme inactivation, thereby restoring enzyme activity. Research has shown beta-carotene to prevent cancer of various organs like the lungs, cervix, pancreas, colon, rectum, breast, prostate, and ovary by means of antioxidant activity [36]. It has also been shown to promote regression of certain types of cancer. Supplements of Dunaliella have also shown excellent hepatoprotective effects and reduced the occurrence of liver lesions [38].
\nHaematococcus pluvialis (H. pluvialis) is unicellular biflagellate freshwater green microalga. This species is known for its ability to accumulate large quantities of strong antioxidant astaxanthin (up to 2–3% on dry weight) under any conditions. The principal commercial astaxanthin-producing microalga is H. pluvialis [9, 26]. Astaxanthin is used as a nutritional supplement and anti-inflammatory and anticancer agent for cardiovascular diseases and is recently recorded to prevent diabetes and neurodegenerative disorders and stimulates immunization. It also has anti-inflammatory properties and is used for various commercial applications in the dosage forms as biomass, capsules, creams, granulated powders, oils, soft gels, syrups, and tablets [39].
\nPhotoautotrophic culture of H. pluvialis is mainly carried out in open raceway ponds or closed photobioreactors. The accumulation of astaxanthin is affected by environmental factors such as light, temperature, pH, salt concentration, and nutritional stresses. The cellular composition of H. pluvialis varies notably between its “green” and “red” stages of cultivation [40]. Specific biochemical characters of green and red stage of H. pluvialis are described in Table 3. The table shows that carbohydrate content in the green stage is approximately half of the red stage. H. pluvialis can accumulate approximately 5% DW of astaxanthin which is considered as a natural source of this high-value carotenoid protein [37].
\nComposition content (% of DW) | \nGreen stage | \nRed stage | \n
---|---|---|
Proteins | \n29–45 | \n17–25 | \n
Lipids (% of total) | \n20–25 | \n32–37 | \n
Neutral lipids | \n59 | \n51.9–53.5 | \n
Phospholipids | \n23.7 | \n20.6–21.1 | \n
Glycolipids | \n11.5 | \n25.7–26.5 | \n
Carbohydrates | \n15–17 | \n36–40 | \n
Carotenoids (% of total) | \n0.5 | \n2–5 | \n
Neoxanthin | \n8.3 | \nn.d | \n
Violaxanthin | \n12.5 | \nn.d | \n
β-carotene | \n16.7 | \n1 | \n
Lutein | \n56.3 | \n0.5 | \n
Zeaxanthin | \n6.3 | \nn.d | \n
Astaxanthin (including esters) | \nn.d | \n81.2 | \n
Adonixanthin | \nn.d | \n0.4 | \n
Adonirubin | \nn.d | \n0.6 | \n
Canthaxanthin | \nn.d | \n5.1 | \n
Echinenone | \nn.d | \n0.2 | \n
Chlorophylls | \n1.5 | \n2 0 | \n
Aphanizomenon is a prokaryotic cyanobacterium commonly found in freshwater systems. There are approximately 500 tons of dried Aphanizomenon produced annually for use in food and pharmaceutical industries [41]. The dominant production source of Aphanizomenon in North America is Upper Klamath Lake and Klamath Falls, Oregon, and currently constitutes a significant part of the health food supplement industry throughout North America. Aphanizomenon contains a significant amount of C-phycocyanin, a light-harvesting pigment. It has antioxidant and anti-inflammatory properties [42]. Aphanizomenon also exhibits high hypo-cholesterolemic activity, significantly greater than soybean oil, which decreases blood cholesterol and triglyceride levels [43, 44, 45]. It also produces polyunsaturated fatty acids (i.e., omega 3 and omega 6), a deficiency of which has been linked to immunosuppression, arthritis, cardiovascular diseases, mental health issues, and dermatological problems [16]. A summary on biochemical characters of all these economically important species is described in Table 4.
\nComponent | \nSpirulina | \nDunaliella | \nHaematococcus | \nChlorella | \nAphanizomenon | \n
---|---|---|---|---|---|
Protein | \n63 | \n7.4 | \n23.6 | \n64.5 | \n1.0 | \n
Fat | \n4.3 | \n7.0 | \n13.8 | \n10.0 | \n3.0 | \n
Carbohydrate | \n17.8 | \n29.7 | \n38.0 | \n15.0 | \n23.0 | \n
Chlorophyll | \n1.15 | \n2.2 | \n0.4 (red) 1.1 (green) | \n5.0 | \n1.8 | \n
Magnesium | \n0.319 | \n4.59 | \n1.14 | \n0.264 | \n0.2 | \n
B-carotene | \n0.12 | \n1.6 | \n0.054 | \n0.086 | \n0.42 | \n
Vitamin B1 (thiamin) | \n0.001 | \n0.0009 | \n0.00047 | \n0.0023 | \n0.004 | \n
Vitamin B2 (riboflavin) | \n0.0045 | \n0.0009 | \n0.0017 | \n0.005 | \n0.0006 | \n
Vitamin B3 (niacin) | \n0.0149 | \n0.001 | \n0.0066 | \n0.025 | \n0.025 | \n
Vitamin B5 (pantothenic acid) | \n0.0013 | \n0.0005 | \n0.0014 | \n0.0019 | \n0.0008 | \n
Vitamin B6 (pyridoxine) | \n0.00096 | \n0.0004 | \n0.00036 | \n0.0025 | \n0.0013 | \n
Vitamin B9 (folic acid) | \n0.000027 | \n0.00004 | \n0.00029 | \n0.0006 | \n0.0001 | \n
Vitamin B12 (cobalamine) | \n0.00016 | \n0.000004 | \n0.00012 | \n0.000008 | \n0.0006 | \n
Summary of referenced biochemical constitutions of average nutritional compositions (g per 100 g DW).
Adopted from [16].
As the human population continues to increase, the demand for nutritive food and health products increases concomitantly. The sources of nutritive biomass that can meet this demand are pursued rampantly. Their wide diversity, fast growth, and diverse uses make them easily accepted for commercial culture. Microalgae require much fewer resources as compared to other crops. The role of algae in human health and nutrition will continually increase with additional research in the areas of health benefits and culturing. The usage of currently produced algae primarily includes food, food additives, aquaculture, colorants, cosmetics, pharmaceuticals, and nutraceuticals. Very few algal species are being cultivated for human use. There are likely more species of algae that have not been identified than ones that have and those still numbers in the thousands. Therefore, the potential for algal use in the realms of food consumption, health supplements, energy production, and many more is likely to intensify in the years to come.
\n"I work with IntechOpen for a number of reasons: their professionalism, their mission in support of Open Access publishing, and the quality of their peer-reviewed publications, but also because they believe in equality. Throughout the world, we are seeing progress in attracting, retaining, and promoting women in STEMM. IntechOpen are certainly supporting this work globally by empowering all scientists and ensuring that women are encouraged and enabled to publish and take leading roles within the scientific community." Dr. Catrin Rutland, University of Nottingham, UK
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