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The Diffusion Monte Carlo method is devoted to the computation of electronic ground-state energies of molecules. In this paper, we focus on implementations of this method which consist in exploring the configuration space with a fixed number of random walkers evolving according to a stochastic differential equation discretized in time. We allow stochastic reconfigurations of the walkers to reduce the discrepancy between the weights that they carry. On a simple one-dimensional example, we prove the convergence of the method for a fixed number of reconfigurations when the number of walkers tends to while the timestep tends to . We confirm our theoretical rates of convergence by numerical experiments. Various resampling algorithms are investigated, both theoretically and numerically.
@article{M2AN_2007__41_2_189_0, author = {Makrini, Mohamed El and Jourdain, Benjamin and Leli\`evre, Tony}, title = {Diffusion {Monte} {Carlo} method : numerical analysis in a simple case}, journal = {ESAIM: Mathematical Modelling and Numerical Analysis }, pages = {189--213}, publisher = {EDP-Sciences}, volume = {41}, number = {2}, year = {2007}, doi = {10.1051/m2an:2007017}, mrnumber = {2339625}, zbl = {1135.81379}, language = {en}, url = {http://geodesic.mathdoc.fr/articles/10.1051/m2an:2007017/} }
TY - JOUR AU - Makrini, Mohamed El AU - Jourdain, Benjamin AU - Lelièvre, Tony TI - Diffusion Monte Carlo method : numerical analysis in a simple case JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2007 SP - 189 EP - 213 VL - 41 IS - 2 PB - EDP-Sciences UR - http://geodesic.mathdoc.fr/articles/10.1051/m2an:2007017/ DO - 10.1051/m2an:2007017 LA - en ID - M2AN_2007__41_2_189_0 ER -
%0 Journal Article %A Makrini, Mohamed El %A Jourdain, Benjamin %A Lelièvre, Tony %T Diffusion Monte Carlo method : numerical analysis in a simple case %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2007 %P 189-213 %V 41 %N 2 %I EDP-Sciences %U http://geodesic.mathdoc.fr/articles/10.1051/m2an:2007017/ %R 10.1051/m2an:2007017 %G en %F M2AN_2007__41_2_189_0
Makrini, Mohamed El; Jourdain, Benjamin; Lelièvre, Tony. Diffusion Monte Carlo method : numerical analysis in a simple case. ESAIM: Mathematical Modelling and Numerical Analysis , Special issue on Molecular Modelling, Tome 41 (2007) no. 2, pp. 189-213. doi: 10.1051/m2an:2007017
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