Abstract
A family of quantum chemical methods under the common name “quantum Monte Carlo” are reviewed. QMC is one of the most powerful theoretical frameworks that can be applied to the problems of electronic structure theory. Theoretical and practical aspects of variational Monte Carlo and diffusion Monte Carlo approaches are discussed in detail due to their computational feasibility, robustness and quality of results. Several factors that contribute to the systematic improvement of the accuracy of QMC calculations are considered, including selection of accurate and flexible forms of the trial wave function and strategies for optimizing parameters within these trial functions. We also provide an analysis of the scaling properties that govern the growth of computational expense of QMC simulations for molecules of increasing size. Linear scaling algorithms for QMC are emphasized. Consideration of parallel efficiency is especially important in the view of proliferation of high-performance computing facilities, where the potential of QMC can be used to its fullest.
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Hammond BL, Lester WA Jr, Reynolds PJ (1994) Monte Carlo methods in ab initio quantum chemistry. World Scientific, Singapore
Metropolis N, Ulam S (1949) J Am Stat Assoc 44:335
Kalos MH (1962) Phys Rev 128:1791
Anderson JB (1975) J Chem Phys 63:1499
Schmidt KE (1986) Variational and green’s function Monte Carlo calculations of few body systems. Conference on models and methods in few body physics, Lisbon
Lester WA Jr, Hammond BL (1990) Annu Rev Phys Chem 41:283
Aspuru-Guzik A, Kollias AC, Salomon-Ferrer R, Lester WA Jr (2005) Quantum Monte Carlo: theory and application to atomic, molecular and nano systems. In: Rieth M, Schommers W (eds) Handbook of theoretical and computational nanotechnology. American Scientific Publishers, Stevenson Ranch
Ceperley DM, Mitas L (1996) Quantum Monte Carlo methods in chemistry. In: Prigogine I, Rice SA (eds) New methods in computational quantum mechanics, vol XCIII, Advances in chemical physics. Wiley, New York
Acioli PH (1997) J Mol Struct (Theochem) 394:75
Bressanini D, Reynolds PJ (1998) Adv Chem Phys 105:37
Mitas L (1998) Diffusion Monte Carlo. In: Nightingale MP, Umrigar CJ (eds) Quantum Monte Carlo methods in physics and chemistry. Kluwer Academic Publishers, Dordrecht
Anderson JB (1999) Quantum Monte Carlo: atoms, molecules, clusters, liquids and solids. In: Lipkowitz KB, Boyd DB (eds) Reviews in computational chemistry. Wiley, New York
Luchow A, Anderson JB (2000) Annu Rev Phys Chem 51:501
Foulkes M, Mitas L, Needs R, Rajagopal G (2001) Rev Mod Phys 73:33
Aspuru-Guzik A, Lester WA Jr (2003) Quantum Monte Carlo methods for the solution of the Schroedinger equation for molecular systems. In: Le Bris C (ed) Computational chemistry, vol X, Handbook of numerical analysis. Elsevier, Amsterdam
Koonin SE, Meredith DC (1995) Computational physics, FORTRAN version. Addison Wesley, Reading
Gould H, Tobochnik J (1996) An introduction to computer simulation methods: applications to physical systems. Addison Wesley, Reading
Thijssen JM (1999) Computational physics. Cambridge University Press, Press
Ceperley DM (1995) Rev Mod Phys 67:279
Sarsa A, Schmidt KE, Magro WR (2000) J Chem Phys 113:1366
Bauer WF (1958) J Soc Ind Appl Math 6:438
Hammersley JM, Handscomb DC (1964) Monte Carlo methods. Methuen, London
Halton JH (1970) SIAM Rev 12:1
Wood WW, Erpenbeck JJ (1976) Annu Rev Phys Chem 27:319
McDowell K (1981) Int J Quant Chem: Quant Chem Symp 15:177
Kalos MH, Whitlock PA (1986) Monte Carlo methods volume 1: basics. Wiley, New York
Sobol IM (1994) A primer for Monte Carlo method. CRC Press, Boca Raton
Fishman GS (1996) Monte Carlo: concepts, algorithms and applications. Springer, New York
Manno I (1999) Introduction to the Monte Carlo method. Akademiai Kiado, Budapest
Doucet A, de Freitas N, Gordon N, Smith A (eds) (2001) Sequential Monte Carlo methods in practice. Springer, New York
Liu JS (2001) Monte Carlo strategies in scientific computing. Springer, New York
Metropolis N, Rosenbluth AW, Rosenbluth MN, Teller NM, Teller E (1953) J Chem Phys 21:1087
Ceperley DM, Bernu B (1988) J Chem Phys 89:6316
Einstein A (1987) The collected papers of Albert Einstein, investigations on the theory of Brownian Movement. Princeton University Press, Princeton
Assaraf R, Caffarel M, Khelif A (2000) Phys Rev E 61:4566
Umrigar CJ, Nightingale MP, Runge KJ (1993) J Chem Phys 99:2865
DePasquale MF, Rothstein SM, Vrbik J (1988) J Chem Phys 89:3629
Grossman JC (2002) J Chem Phys 117:1434
Flad HJ, Caffarel M, Savin A (1997) Recent advances in quantum Monte Carlo methods. World Scientific, Singapore
Bressanini D, Morosi G (2008) J Chem Phys 129:054103
Bressanini D, Morosi G, Tarasco S (2005) J Chem Phys 123:204109
Ortiz JV, Weiner B, Ohrn Y (1981) Int J Quant Chem S15:113
Casula M, Sorella S (2003) J Chem Phys 119:6500
Domin D, Braida B, Lester WA Jr (2008) J Phys Chem A 112:8964
Anderson AG, Goddard WA III (2010) J Chem Phys 132:164110
Bajdich M, Mitas L, Drobny G, Wagner LK, Schmidt KE (2006) Phys Rev Lett 96:130201
Lopez Rios P, Ma A, Drummond ND, Towler MD, Needs RJ (2006) Phys Rev E 74:066701
Reynolds PJ, Dupuis M, Lester WA Jr (1985) J Chem Phys 82:1983
Umrigar CJ, Toulouse J, Filippi C, Sorella S, Hennig RG (2007) Phys Rev Lett 98:110201
Umrigar CJ, Wilson KG, Wilkins JW (1988) Phys Rev Lett 60:1719
Klein DJ, Pickett HM (1976) J Chem Phys 64:4811
Korsch HJ (1983) Phys Lett A 97:77
Ceperley DM (1991) J Stat Phys 63:1237
Glauser WA, Brown WR, Lester WA Jr, Bressanini D, Hammond BL, Koszykowski ML (1992) J Chem Phys 97:9200
Bressanini D, Reynolds P (2005) J Phys Rev Lett 95:110201
Ceperley DM, Alder B (1980) J Phys Rev Lett 45:566
Ceperley DM, Alder BJ (1984) J Chem Phys 81:5833
Bianchi R, Bressanini D, Cremaschi P, Morosi G (1993) Comput Phys Commun 74:153
Bianchi R, Bressanini D, Cremaschi P, Morosi G (1991) Chem Phys Lett 184:343
Bianchi R, Bressanini D, Chremaschi P, Morosi G (1993) J Chem Phys 98:7204
Koseki J, Maezono R, Tachikawa M, Towler MD, Needs RJ (2008) J Chem Phys 129:085103
Ceperley DM, Kalos MH (1986) Quantum Many-Body problems. In: Binder K (ed) Monte Carlo methods in statistical physics. Springer, New York
Kalos MH, Pederiva F (1999) Fermion Monte Carlo. In: Nightingale MP, Umrigar CJ (eds) Quantum Monte Carlo methods in physics and chemistry. NATO advanced study institute on quantum Monte Carlo methods in physics and chemistry. Springer, Dordrecht
Bajdich M, Tiago ML, Hood RQ, Kent PRC, Reboredo FA (2010) Phys Rev Lett 104:193001
Reboredo FA, Hood RQ, Kent PRC (2009) Phys Rev B 79:195117
Reboredo FA (2009) Phys Rev B 80:125110
Baer R, Head-Gordon M, Neuhauser D (1998) J Chem Phys 109:6219
Baer R (2000) Chem Phys Lett 324:101
Zhang SW, Krakauer H (2003) Phys Rev Lett 90:2003
Zhang SW, Krakauer H (2003) Phys Rev Lett 90:136401
Al-Saidi WA, Zhang SW, Krakauer H (2006) J Chem Phys 124:224101
Al-Saidi WA, Krakauer H, Zhang SW (2006) J Chem Phys 125:154110
Al-Saidi WA, Krakauer H, Zhang SW (2007) J Chem Phys 126:194105
Baroni S, Moroni S (1999) Phys Rev Lett 82:4745
Caffarel M, Claverie P (1988) J Chem Phys 88:1088, 88:1100
Yuen WK, Farrar TJ, Rothstein SM (2007) J Phys A: Math Theor 40:F639
Yuen WK, Oblinsky DG, Giacometti RD, Rothstein SM (2009) Int J Quant Chem 109:3229
Booth GH, Alavi A (2010) J Chem Phys 132:174104
Cleland D, Booth GH, Alavi A (2010) J Chem Phys 132:041103
Booth GH, Thom AJW, Alavi A (2009) J Chem Phys 131:054106
Christov IP (2006) Opt Express 14:6906
Christov IP (2007) J Chem Phys 127:134110
Christov IP (2008) J Chem Phys 129:214107
Christov IP (2008) J Chem Phys 128:244106
Christov IP (2009) J Phys Chem A 113:6016
Luan T, Curotto E, Mella M (2008) J Chem Phys 128:164102
Ramilowski JA, Farrelly D (2010) Phys Chem Chem Phys 12:12450
Toulouse J, Umrigar CJ (2008) J Chem Phys 128:174101
Luchow A, Petz R, Scott TC (2007) J Chem Phys 126:144110
Scott TC, Luchow A, Bressanini D, Morgan JD III (2007) Phys Rev A 75:060101(R)
Vrbik J, DePasquale MF, Rothstein SM (1988) J Chem Phys 88:3784
Barnett RN, Reynolds PJ, Lester WA Jr (1991) J Comput Phys 96:258
Barnett RN, Reynolds PJ, Lester WA Jr (1992) J Chem Phys 96:2141
Vrbik J, Legare DA, Rothstein SM (1990) J Chem Phys 92:1221
Vrbik J, Rothstein SM (1992) J Chem Phys 96:2071
Assaraf R, Caffarel M (2000) J Chem Phys 113:4028
Vrbik J (2008) Int J Quant Chem 108:493
Gaudoin R, Pitarke JM (2007) Phys Rev Lett 99:126406
Assaraf R, Caffarel M (2003) J Chem Phys 119:10536
Toulouse J, Assaraf R, Umrigar CJ (2007) J Chem Phys 126:244112
Per MC, Russo SP, Snook IK (2008) J Chem Phys 128:114106
Lee MW, Levchenko SV, Rappe AM (2007) Mol Phys 105:2493
Sorella S, Capriotti L (2010) J Chem Phys 133:234111
Wagner LK, Grossman JC (2010) Phys Rev Lett 104:210201
Coles B, Vrbik P, Giacometti RD, Rothstein SM (2008) J Phys Chem A 112:2012
Purwanto W, Al-Saidi WA, Krakauer H, Zhang S (2008) J Chem Phys 128:114309
Grimes RM, Hammond BL, Reynolds PJ, Lester WA Jr (1986) J Chem Phys 84:4749
Schautz F, Filippi C (2004) J Chem Phys 120:10931
Schautz F, Buda F, Filippi C (2004) J Chem Phys 121:5836
Sandvik AW, Vidal G (2007) Phys Rev Lett 99:220602
Bouabca T, Braida B, Caffarel M (2010) J Chem Phys 133:044111
Andrews SB, Burton NA, Hillier IH, Holender JM, Gillan MJ (1996) Chem Phys Lett 261:521
Slater JC (1930) Phys Rev 36:57
Davidson ER, Feller D (1986) Chem Rev 86:681
Ma A, Towler MD, Drummond ND, Needs RJ (2005) J Chem Phys 122:224322
Petruzielo FR, Toulouse J, Umrigar CJ (2010) J Chem Phys 132:094109
Junquera J, Paz O, Sanchez-Portal D, Artacho E (2001) Phys Rev B 64:235111
Harrison RJ, Fann GI, Yanai T, Gan Z, Beylkin G (2004) J Chem Phys 121:11587
Lowdin PO (1959) Adv Chem Phys 2:59
Head-Gordon M (1996) J Phys Chem 100:13213
Olsen J, Helgaker T, Jorgensen P (2000) Molecular electronic-structure theory. Wiley, New York
Szabo A, Ostlund NS (1996) Modern quantum chemistry. Courier Dover Publications, New York
Bartlett RJ (1981) Annu Rev Phys Chem 32:359
Shaik SS, Hiberty PC (2008) A chemist’s guide to valence bond theory. Wiley, Hoboken
Cooper DL (2002) Valence bond theory. Elsevier, Amsterdam/Boston
Bouchaud JP, Georges S, Lhuillier C (1988) J De Phys 49:553
Goddard WA III, Dunning TH Jr, Hunt WJ, Hay PJ (1973) Acc Chem Res 6:368
Cullen J (1996) Chem Phys 202:217
Van Voorhis T, Head-Gordon M (2001) J Chem Phys 115:7814
Feynman RP, Cohen M (1956) Phys Rev 102:1189
Kwon Y, Ceperley DM, Martin RM (1993) Phys Rev B 48:12037
Holzmann M, Ceperley DM, Pierleoni C, Esler K (2003) Phys Rev E 68:046707
Greeff CW, Lester WA Jr (1998) J Chem Phys 109:1607
Stevens WJ, Basch H, Krauss M (1984) J Chem Phys 81:6026
Bachelet GB, Hamann DR, Schluter M (1982) Phys Rev B 26:4199
Burkatzki M, Filippi C, Dolg M (2008) J Chem Phys 129:164115
Burkatzki M, Filippi C, Dolg M (2007) J Chem Phys 126:234105
Casula M (2006) Phys Rev B 74:161102(R)
Umezawa N, Tsuneyuki S (2004) J Chem Phys 121:7070
Toulouse J, Umrigar CJ (2007) Chem Phys 126:084102
Huang CJ, Umrigar CJ, Nightingale MP (1997) J Chem Phys 107:3007
Boys SF, Handy NC (1969) Proc R Soc Lon Ser A 310:43
Moskowitz JW, Schmidt KE (1990) J Chem Phys 93:4172
Filippi C, Umrigar CJ (1996) J Chem Phys 105:213
Sun ZW, Huang SY, Barnett RN, Lester WA Jr (1990) J Chem Phys 93:3326
Nightingale MP, Melik-Alaverdian V (2001) Phys Rev Lett 87:043401
Lin X, Zhang H, Rappe AM (2000) J Chem Phys 112:2650
Press WH, Teukolsky SA, Vetterling WT, Flannery BP (1992) Numerical recipes. Cambridge University Press, Cambridge
Casula M, Attaccalite C, Sorella S (2004) J Chem Phys 121:7110
Sorella S (2001) Phys Rev B 64:024512
Luo H, Hackbusch W, Flad HJ (2009) J Chem Phys 131:104106
Aspuru-Guzik A (2004) Solving Schrodinger’s Equation Using Random Walks. Ph.D. thesis, UC Berkeley
Bressanini D, Morosi G, Mella M (2002) J Chem Phys 116:5345
Drummond ND, Needs RJ (2005) Phys Rev B 72:085124
Snajdr M, Rothstein SM (2000) J Chem Phys 112:4935
Umrigar CJ, Filippi C (2005) Phys Rev Lett 94:150201
Angerson E, Bai Z, Dongarra J, Greenbaum A, Mckenney A, Du Croz J, Hammarling S, Demmel J, Bischof C, Sorensen D (1990) Lapack: a portable linear algebra library for high-performance computers. In: Proceedings of supercomputing, New York
Pollack L, Windus TL, de Jong WA, Dixon DA (2005) J Phys Chem A 109:6934
Ceperley DM (1986) J Stat Phys 43:815
Williamson AJ, Hood RQ, Grossman JC (2001) Phys Rev Lett 87:246406
Alfe D, Gillan MJ (2004) J Phys Condens Matter 16:L305
Manten S, Luchow A (2003) J Chem Phys 119:1307
Aspuru-Guzik A, Salomon-Ferrer R, Austin B, Lester WA Jr (2005) J Comput Chem 26:708
Foster JM, Boys SF (1960) Rev Mod Phys 32:305
Reboredo FA, Williamson AJ (2005) Phys Rev B 71:121105
Liu SB, Perez-Jorda JM, Yang W (2000) J Chem Phys 112:1634
Austin B, Aspuru-Guzik A, Salomon-Ferrer R, Lester WA Jr (2006) In: Anderson JB, Rothstein SM (eds) Advances in quantum Monte Carlo, ACS symposium series 953. American Chemical Society, Washington, DC
Austin BM (2009) Enhancing the quantum Monte Carlo method for electronic properties of large molecules and excited tates. PhD thesis, UC Berkeley
Sun ZW, Reynolds PJ, Owen RK, Lester WA Jr (1989) Theor Chim Acta 75:353
Aspuru-Guzik A, Salomon-Ferrer R, Austin B, Perusquia-Flores R, Griffin MA, Oliva RA, Skinner D, Domin D, Lester WA Jr (2005) J Comput Chem 26:856
Weber R, Gothandaraman A, Hinde RJ, Peterson GD (2011) IEEE Trans Parallel Distributed Syst 22:58
Meredith JS, Alvarez G, Maier TA, Schulthess TC, Vetter JS (2009) Parallel Comput 35:151
Anderson AG, Goddard WA III, Schröder P (2007) Comput Phys Commun 177:298
Gothandaraman A, Peterson GD, Warren GL, Hinde RJ, Harrison RJ (2008) Parallel Comput 34:278
Korth M, Luchow A, Grimme S (2008) J Phys Chem A 112:2104
Luchow A (2002) Amolqc. Universitat Dusseldorf, Dusseldorf
Anderson D BOINC; see http://boinc.berkeley.edu
Feldmann MT, Cummings JC, Kent DR IV, Muller RP, Goddard WA III (2008) J Comput Chem 29:8
Acknowledgements
WAL was supported by the Director, Office of Energy Research, Office of Basic Energy Sciences, Chemical Sciences, Geosciences and Biosciences Division of the US Department of Energy, under Contract No. DE-AC03-76 F00098. DYZ was supported by the National Science Foundation under grant NSF CHE-0809969.
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Zubarev, D.Y., Austin, B.M., Lester, W.A. (2011). Practical Aspects of Quantum Monte Carlo for the Electronic Structure of Molecules. In: Leszczynski, J., Shukla, M.K. (eds) Practical Aspects of Computational Chemistry I. Springer, Dordrecht. https://doi.org/10.1007/978-94-007-0919-5_9
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