study of intermolecular interaction of ho-(ch2 n-o-c6h4 ...joics.org/gallery/ics-1189.pdf · study...
TRANSCRIPT
Study of Intermolecular Interaction of HO-(CH2)n-O-C6H4-C6H4-CN
(HnCBP) Liquid Crystals molecule by using DFT methods
Arvind Kumar Dwivedi1, Deep Kumar2, and Jitendra Kumar3*
1Department of Physics, M.L.K.(PG) College Balrampur-271201, U.P.,India
2Department of Basic Science, Babasaheb Bhimrao Ambedkar University,
Lucknow- 226 025, U.P., India
3*Department of Physics, Babasaheb Bhimrao Ambedkar University, Lucknow- 226 025, U.P.,
India [email protected], [email protected], 3*[email protected]
Abstract
Characteristic properties of liquid crystals molecule have been explained by using the pairs of
molecules. The staking interaction energy explains the liquid crystalline behaviour of the system. The
homologous structure (HnCBP) has been optimized using the density functional theory (DFT) B3LYP
Hybrid function with 6-31G basis set using the crystallographic geometry as input. Is used molecular
interaction is found to play a significant role in the formation of mesophase and also the stability of the
liquid crystal molecule. Stability of their mesogenic phase has been of interest since long and it is well
established now that mesogenic property of a compound is due to asymmetry intermolecular interaction
of a pair of molecule.
Keywords: DFT, B3LYP, Interaction, Liquid crystal, Stacking
Introduction
The study of relationship between molecular structure of liquid crystal compounds and stability
of their mesogenic phase has been of interest since long and it is well established now that
mesogenic property of a compound is due to asymmetry intermolecular interaction of a pair of
molecule [1, 2]. The study on the effect of physiochemical properties of 2, 5-disubstituted
pyridine derivatives liquid crystal molecules by introducing the fragment of pyridine 2, 5-diyl
into the molecular core have drawn attention of several scientists working in this field [3-13]. C.
G Le Fevre, and R. J. W Le Fevre [14] have reviewed about pyridine derivative molecule and
established some peculiar structure - mesogenic property relationships. It is interesting to note
that the change in alkyl chain length or variation of position of hetro atom in the pyridines
derivatives having two ring alkyl and alkoxyl group affect the mesogenic properties significantly
[14]. The number of nitrogen atom and its position in pyridine ring for 2,5-disubstituted pyridine
derivatives plays an important role on mesomorphic properties of these molecules. It was also
observed that the structure, geometrical and electronic, of the pyridine ring [15-18] also
influence the mesophase stability [19-21].
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org282
Although several model were proposed to understand the behavior of materials with respect to
intermolecular association energy for a pair of molecule as discussed in chapter-I but in early
1980s, Tokita et al. [22] first time tried to correlate the behavior of materials with the
intermolecular association energy through quantitative evaluation from actual molecular
structure. They estimated the variation of intermolecular interaction energy for nematic liquid
crystal molecule by changing the relative orientation of the interacting pair of molecule and the
obtained results are in good agreement with the Maier-Saupe model. The estimated association
energy for a pair of molecule indicated the strong tendency of the molecular alignment along the
long molecular axis. Sanyal et al. [23-27] also obtained the similar results for a number of
nematogens, by taking account of intermolecular interaction from the actual molecular structure.
They also tried to estimate the intermolecular association energy for stacking interaction, in-
plane interaction and terminal interactions for a pair of several mesogenic molecules. Although
studies started were further extended to correlate the total intermolecular interaction energy with
transition temperature [28, 29]. Major problem for these studies is that it uses classical equation
for estimation of pair potential in which atomic charges and atomic dipoles were computed from
the crystal structure using CNDO/2 semiempirical method. Later, Roychoudhury et al. [30]
started optimizing molecular structure using DFT (B3LYP) method with 6-31G** basis sets.
They use to compute intermolecular interaction energy using atomic charges and atomic dipoles
obtained from DFT calculations. The minimum energy configurations for all type of possible
interactions were again optimized with some constraints using B3LYP and obtained the
improved results.
Hence, it was decided to use DFT method to optimize the molecular structure as well as
interacting pair without any constraint to estimate the pair potential quantum mechanically. For
this study, the system chosen is biphenyl derivatives with polar group on both terminal ends and
also belongs to a highly studied class of liquid crystal compound. The chosen homologous series
has the general form HO-(CH2)n-O-C6H4-C6H4-CN (HnCBP) for n = 3-11 and all molecules of
this series exist in nematic phase [31, 32]. This present study will help to design new type of
liquid crystals with improved properties.
Method of calculation
DFT calculations for HnCBP and its derivatives were performed. A uniform strategy is adopted
for the study of these molecules. The molecular structures were generated based on crystal
structure available in literature [31, 32] using Gauss view program suite. The geometry
optimization has been carried out without any constraints and also analytical frequency
calculation were performed to check the imaginary frequencies, if any, using UCAM-B3LYP
[33] method with 6-31G** [34] basis set. From the optimized geometry, stacked pair of
molecules were also generated with the scheme shown in figure 6.1 using Gauss View program
suite. The geometry of stacked pairs were optimized and also checked for imaginary frequency
using UCAM-B3LYP with 6-31G** basis. The CAM-B3LYP method is improved version of
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org283
B3LYP which also account for long range interaction. The geometry optimization and analytical
frequency calculations were performed using Gaussian 09 program suite [35].
Figure 1: The scheme for mode of stacking interaction of molecular pair. (S1 represent side A
and S2 represent side B of molecular face).
Result and Discussion
The optimized geometry as well as optimized stacked pair of HnCBP molecules for n= 3–11 are
presented in figure 2.
Z
Y
X
S
S P
P
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org284
Figure 2(a): The optimized geometry of H3CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org285
Figure 2(b):The optimized geometry of H4CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org286
Figure 2(c):The optimized geometry of H5CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org287
Figure 2(d):The optimized geometry of H6CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org288
Figure 2(e):The optimized geometry of H7CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org289
Figure 2(f):The optimized geometry of H8CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org290
Figure 2(g):The optimized geometry of H9CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org291
Figure 2(h):The optimized geometry of H10CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org292
Figure 2(i):The optimized geometry of H11CBP molecule and its stacked pair.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org293
Table 1: The total energy of individual HnCBP molecules, total energy of stacking side A and
side B, intermolecular interaction energy for stacking side A, side B and total
interaction energy for HnCBP molecules.
Total Energy
(hartree)
Intermolecular
Interaction
Energy (kcal/mol)
Molecule Individual
Molecule
Stacking
Side A
Stacking
Side B
Side A
Side B
Total
H3CBP -823.250054 -1646.509139 -1646.520325 -5.66 -12.68 -18.35
H4CBP -862.525377 -1725.063898 -1725.067225 -8.25 -10.33 -18.58
H5CBP -901.803950 -1803.619262 -1803.620665 -7.12 -8.01 -15.14
H6CBP -941.083582 -1882.176360 -1882.177593 -5.77 -6.54 -12.31
H7CBP -980.361377 -1960.730939 -1960.746416 -5.13 -14.84 -25.12
H8CBP -1019.640712 -2039.290853 -2039.288208 -5.91 -4.25 -10.17
H09CBP -1058.918628 -2117.856252 -2117.854194 -11.91 -10.62 -22.54
H10CBP -1098.197845 -2196.405188 -2196.418731 -5.96 -14.45 -20.41
H11CBP -1137.475830 -2274.960262 -2274.961507 -5.39 -6.17 -11.57
Table 1 presents the total energy of individual HnCBP molecules, total energy of stacking side A
and side B, intermolecular interaction energy for stacking side A, side B and total interaction
energy for HnCBP molecules. From the table, it is evident that pair potentials for the stacking
side A and the stacking side B interactions are asymmetrical for all molecules of the HnCBP
series.
For H3CBP molecule, CN group of one molecule interacts with alkoxy group of another
molecule in stacking side A interaction. In stacking side B interaction there is OH---OH
hydrogen bond at one end of molecular alignment whereas CN group of one molecule interact
with benzene ring of another molecule (figure 2(a)) that results in lowers the interaction energy
of side B than that of side A.
For H4CBP molecule, in stacking side A interaction both molecules interact with each other in
opposite orientation The OH Group of one molecule interacts with benzene ring of another
molecule. In case of stacking side B interaction both molecules interact in parallel fashion with
same orientation, therefore, there is HO---HO interaction at one end and CN Group interaction at
another end (figure 2(b)). Since polar groups interaction for both side of stacking interaction
exibiting almost similar interacting energy is almost similar.
For H5CBP molecule, in stacking side A interaction both molecules interact each other is
opposite orientation. In this case, biphenyl rings of both molecules interact with each other. In
stacking side B interaction both molecule interact with each other with is orientation. The alkoxy
group with extended alkyl chain of one molecule interact with biphenyl group of the second
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org294
molecule and CN group of second molecule interacts with benzene ring of first molecule (figure
2(c)). The interaction energy in both cases is similar but higher than that of H4CBP molecule.
For H6CBP molecule, in stacking side A interaction, opposite oriented molecules interacts
faceing of each other. The alkoxy and alkyl chain of each molecule interact with biphenyl ring of
each other. In stacking side B interaction, molecules interact with each other in same orientation.
The CN group and adjacent benzene ring of one molecule interacts with outer benzene ring of
the second molecule and inner benzene ring, alkoxy chain interacts with inner benzene ring,
alkoxy chain of first molecule (figure 2(d)). Because of interaction of CN group with benzene
ring, the interaction energy of stacking side B is slightly lower than that of stacking side A. The
interaction energy of both sides is higher than that of H5CBP molecule.
For H7CBP molecule, the stacking side A interaction follows the same pattern that of H6CBP
molecule, thereby the interaction energy is also similar. The stacking side B interaction also as
the similar pattern of interaction for of H6CBP molecule but there is OH---OH hydrogen
bonding interaction (figure 2 (e)) which lowers the interaction energy, thereby total interaction
energy for H7CBP molecule is lower than that of H6CBP molecule.
For H8CBP molecule, in stacking side A, the biphenyl rings interact with alkoxy chain of the
molecules oriented opposite to each other and in stacking side B, the interacting molecules have
the same orientation and the CN group of one molecule interact with benzene ring of another
molecule (figure 2 (f)). Due to the interaction of polar group with benzene ring, the interaction
energy for side B is lower than that of side A.
For H9CBP molecule, in stacking side A, there is OH---CN group hydrogen bonding pattern at
both terminal ends for oppositely oriented interacting molecules whereas in stacking side B,
there is OH---OH hydrogen bonding as well as interaction between the CN group of one
molecule with benzene ring of second molecule (figure 2 (g)) in the interacting molecules with
same orientation. Hence, interaction energy of both sides is similar.
For H10CBP molecule, there is interaction between long alkoxy chain of each molecule for
stacking side A and in stacking side B interaction there is CN---OH hydrogen bonding at the
both ends of oppositely oriented interacting molecules (figure 2 (h)), thereby interaction energy
of stacking side B is much lower than that of stacking side A.
For H11CBP molecules, there is interaction between biphenyl rings with long alkoxy chain, the
molecules are oriented oppositely in stacking side A and the molecules are in same orientation in
stacking side B. The interaction energy for stacking side B is lower than that of stacking side B
(figure 2 (i)).
Table 2: The dipole moment for HnCBP molecules for n = 3 – 11.
Molecules Dipole Moment (debye)
Individual Stacking Side A Stacking Side B
H3CBP 6.49 0.10 11.34
H4CBP 5.02 0.04 11.68
H5CBP 6.67 0.06 13.12
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org295
H6CBP 8.11 0.12 15.71
H7CBP 6.71 0.30 15.54
H8CBP 8.13 0.05 15.94
H9CBP 6.74 0.01 14.30
H10CBP 8.13 16.88 4.43
H11CBP 6.76 0.03 13.67
Table 2 presents the dipole moment of individual molecule, stacking side A, stacking side B of
HnCBP molecules for n = 3 – 11. From the table it clear that the dipole moment of interacting
pair of molecules are close to zero if molecule interact symmetrically and the dipole moment is
higher than individual molecule if interaction is not symmetrical. The stacking side A interaction
are symmetrical for all molecules of HnCBP series except H10CBP. The stacking side B
interaction for all molecules of the series are asymmetrical except H10CBP. In case of H10CBP
molecule the stacking side A interaction is asymmetrical and the stacking side B interaction is
close to symmetrical interaction.
Conclusion
The intermolecular interaction for pair of molecules of HnCBP homologous series were
calculated using CAM-B3LYP method. The interaction energies for the stacking side A and the
stacking side B of molecules were found asymmetrical.
Acknowledgments
Author thanks of gratitude to Prof. Devesh Kumar Department of Physics, Babasaheb Bhimrao
Ambedkar University, Lucknow, He provide me computer lab and necessary facility of this
work. Which also helped me in doing a lot of Research work.
References
[1] N. V. Madhusudan, "Recent advance in thermotopic liquid crystal", Current
Science, vol.80, (2001). pp.1018.
[2] R.K. Srivastav, M. Roychoudhury, J. Kumar and D. Kumar, "Correlation of
mesogenic properties with intermolecular interaction energy for homologous
series of HnCBP", Molecular Crystals and Liquid Crystals., vol.652,(2017),
pp.51-66.
[3] A. I. Pavluchenko, N. I., Smirnova, V. F. Petrov,and E. P. Pozhidaev, 14th Int.
Liq. Cryst. Conf., , University of Pisa, Pisa, Italy, Presentation A-P51. (1992)
June 21-26
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org296
[4] S. M. Kelly and J. Fünfschilling "Liquid-crystal transition temperatures and
physical properties of some new alkenyl-substituted phenylpyrimidine and
phenylpyridine esters", J. Mater. Chem., ,vol.3, (1993), pp.953-963
[5] F. V. Petrov, D. Meili ,O. Hiroaki ,M.Jin, S. Yo, T. Shunsuke,"Halogenation in
achiral liquid crystals: terminal and linking substitutions Liquid Crystals",
Vol. 28, no. 3, ( 2001), pp. 387-410
[6] J. Kumar, A. Trivedi, D. Kumar, D. Kumar, “Study of absorption spectra of
Organic light emitting materials (triphenyl derivatives of amine): A quantum
mechanical study” International Journal of Science, Technology and
Society,vol.3,( 2017)pp. 16-20.
[7] V. F. Petrov, A. I. Pavluchenko, and N. I. Smirnova, "New Liquid Crystalline
Pyridine Derivatives", Mol. Cryst. Liq. Cryst., vol.265, (1995). pp 47-53.
[8] M. F. Grebyonkin, V. F. Petrov, V. V. Belyaev, A. I. Pavluchenko, N. I.
Smirnova, E. I. Kovshev, V. V. Titov, and A. V. Ivashchenko, "Synthesis and
Properties of 5-Alkyl-2-(4-Cyanophenyl)Pyridines", Mol. Cryst. Liq. Cryst.,
vol.129, (1985). pp.245-257.
[9] A. I. Pavluchenko, V. F. Petrov, and S. Takenaka, IDW’98, Proc. Fifth Int.
Display Workshops, December 7-9, Kobe, Japan, (1998). pp. 835.
[10] Z. Zho, T.M. Sweger, "Conjugate polymer liquid crystal solution: control and
conformation analysis" J. Am. Chem. Soc., vol.124, (2002),pp.9670-9671
[11] A. I., Pavluchenko, V. F., Petrov, and N. I. Smirnova, Liquid crystalline 2,5-
disubstituted pyridine derivatives Liq. Cryst.,vol. 19, (1995). pp.811.
[12] L. M. Blinov, T. A. Lobko, B. I. Ostrovskii, S. N. Sulianov and F. G.
Tournilhac. "Smectic layering in polyphilic liquid crystals : X-ray diffraction
and infra-red dichroism study", J. Phys. II France,vol. 3 (1993). pp.1121-1139
[13] J. Kumar, P.Upadhayay, D.Kumar, “The Quantum Mechanical Study of UV-
Visible Spectra of some Ferroelectric Liquid Crystal”, Int. Adv. Rech. J. in
Sci., Eng. and Tech., vol.2, (2015).pp.41-44.
[14] C. G Le Fevre, and R. J. W Le Fevre, Molecular polarisability. Electro-optical
polarisability tensor ellipsods for pyridine, quinoline, and isoquinoline
J. Chem. Soc., (1955). pp.2750-2753.
[15] B. Shanker, and J. Applequist, J. Phys. Chem., "Polarizabilities of Nitrogen
Heterocyclic Molecules from Atom Monopole−Dipole Interaction Theory"
vol.100, (1996). pp. 3879-3881.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org297
[16] K. Beyki, M. T., Maghsoodlou and R. Heydari, "Synthesis of 2-
tetrafluoropyridyl-4,5-disubstituted 1,2,3-triazoles", Springer Plus, vol. 5
(2016) 1961-1965.
[17] F. S. Yates, "Pyridines and their Benzo Derivatives (vi) Applications
Comprehensive Heterocyclic Chemistry" Vol. 2, (1984) pp. 511-524
[18] H. C. Kjaergaard, R. J. Proos, D. M. Turnbull, and B. R. Hendry, "CH
stretching overtone investigation of relative CH bond lengths in pyridine" J.
Phys. Chem., vol.100, (1996) pp.19273-19289.
[19] M. A. Osman, "Molecular Structure and Mesomorphic Properties of
Thermotropic Liquid Crystals — I", Z. Naturforsch., vol.38a, (1983).pp 693-
697.
[20] M. A. Osman, and L. Revesz, "Mesomorphic Properties of anophenyl
Cyclohexenes "Mol. Cryst. Liq. Cryst. Lett., vol.82, (1982) pp.41-46.
[21] B. I. Ostrovskii, "Packing and Molecular Conformation, and Their
Relationship with LC Phase Behaviour", Structure and Bonding, D. M. P.
Mingos (ed.) Springer, New York, (1999) pp.199-240.
[22] M. Roychoudhury and D. P. Ojha, " Theoretical study of order in a liquid
crystal",
Mol. Cryst. Liquid Cryst, vol.213, (1992) pp. 73-89.
[23] M. Roychoudhury and D. P. Ojha, " heoretical-study of intermolecular
interactions in 4'-nitrophenyl-4-octyloxybenzoate (NPOB)", Nat. Acad. Sci.
Lett.., vol.16 (1993). pp.303-307.
[24] M. Roychoudhury, D.P. Ojha, and N. K. Sanyal, "statistical calculation on
thermotropic liquid-crystals", Indian J.Phys., vol.32, (1994) pp. 440-443.
[25] D. P. Ojha, D.Kumar and M. Roychoudhury, "Study of Molecular Ordering in
a Liquid Crystal: 4’‐nitrophenyl 4‐hexyloxy benzoate (NPHB)" Proc. Nat.
Acad.Sci. India, vol. 65A, (1995). pp.115-120.
[26] M. Roychoudhury and D. Kumar, "Nematogenic Behaviour Study of Liquid
Crystals" Materials Sci Forum Transtec Publ., Switzerland, 13-16, (1996). pp.
222.
[27] Sanyal, N. K., Tiwari, S. N., Roychoudhury M. & S. R. Shukla,
"Intermolecular energy calculations on 4′-nitrophenyl, 4-hexyloxybenzoate—
a mesogenic compound", Proc. Indian Acad. Sci (Chem. Sci.), vol.95 (1985).
pp. 509.
[28] Ojha, D. D. P. Ojha, D. Kumar, and V.G.K.M. Pisipati, "Odd-even Effect in a
Homologous Series of 4-n- alkylbenzoic Acids: Role of Anisotropic Pair Potential", Z.
Naturforsch-A, vol.5 a,pp. 1 (2002).pp. 189-193.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org298
[29] D. P. Ojha, D. Kumar and V.G.K.M. Pisipati, "Statistical study of molecular
ordering in a nematogenic compound–a computational analysis Crystal
Research and Technology: Journal of Experimental and Industrial
Crystallography",vol.37(8), (2002) pp.83-91.
[30] M. Roychoudhury, S. K. Thakur, P. K. Gaurav, "Estimation of mesogenic
character of distributed pyridine derivatives on the basis on intermolecular
association energy calculation". Journal of Molecular Liquids, vol.161,
(2011). pp.55-62.
[31] Zugenmaier P. & Heiske, A., The molecular and crystal structures of a
homologous series of bipolar, mesogenic biphenyls–HO(CH2)nOC6H4.C6H4CN
Liquid Crystals, vol.15, (1993). pp.835-849.
[32] P. Zugenmaier, "The molecular and crystal structure of bipolar, mesogenic
biphenyls: a comparison of similar compounds HO(CH 2) 6 OC 6 H 4 C 6 H 4
R with R = cyano and nitro terminal groups" Liquid Crystals, vol. 29 (2002).
pp 443-448.
[33] T. Yanai, D. Tew, and N. Handy, A new hybrid exchange-correlation
functional using the Coulomb-attenuating method (CAM-B3LYP) Chem. Phys.
Lett., vol. 393 (2004).pp.51-57.
[34] P. J. Hay, and. W. R. Wadt, Ab. initio effective core potential for molecular
calculation. Potential metal atom sc to Hg for the transition, J. Chem. Phys.,
vol. 82, (1985).pp.270-278.
[35] M. J. Frisch, G. W. Trucks, G. E. Schlegel, H. B. Scuseria, M. A. Robb, J.R.
Cheeseman, G. Scalmani, V. Barone, B. Mennucci, G. A. Petersson, H.
Nakatsuji, M. Caricato, X. Li, H. P. Hratchian, A. F. Izmaylov, J. Bloino,
G. Zheng, J. L. Sonnenberg, M. Hada, M. Ehara, K. Toyota, R. Fukuda, J.
Hasegawa, M. Ishida, T. Nakajima, Y. Honda, O. Kitao, H. Nakai, T.
Vreven, J. A. Montgomery, Jr., J. E. Peralta, F. Ogliaro, M. Bearpark, J. J.
Heyd, E. Brothers, K. N. Kudin, V. N. Staroverov, T. Keith, R. Kobayashi, J.
Normand, K. Raghavachari, A. Rendell, J. C. Burant, S. S. Iyengar, J.
Tomasi, M. Cossi, N. Rega, J. M. Millam, M. Klene, J. E. Knox, J. B.
Cross, V. Bakken, C. Adamo, J. Jaramillo, R. Gomperts, R. E. Stratmann,
O. Yazyev, A. J. Austin, R. Cammi, C. Pomelli, J. W. Ochterski, R. L. Martin,
K. Morokuma, V. G. Zakrzewski, G. A. Voth, P. Salvador, J. J. Dannenberg,
S. Dapprich, A. D. Daniels, O. Farkas, J. B. Foresman, J. V. Ortiz, J.
Cioslowski, and D. J. Fox, GaussianInc., Wallingford CT, (2010). Gaussian-
09. Revision B.01.
Journal of Information and Computational Science
Volume 9 Issue 7 - 2019
ISSN: 1548-7741
www.joics.org299