Motivated by the development of efficient Monte Carlo methods for PDE models in molecular dynamics, we establish a new probabilistic interpretation of a family of divergence form operators with discontinuous coefficients at the interface of two open subsets of . This family of operators includes the case of the linearized Poisson-Boltzmann equation used to compute the electrostatic free energy of a molecule. More precisely, we explicitly construct a Markov process whose infinitesimal generator belongs to this family, as the solution of a SDE including a non standard local time term related to the interface of discontinuity. We then prove an extended Feynman-Kac formula for the Poisson-Boltzmann equation. This formula allows us to justify various probabilistic numerical methods to approximate the free energy of a molecule. We analyse the convergence rate of these simulation procedures and numerically compare them on idealized molecules models.
Mots-clés : divergence form operator, Poisson-Boltzmann equation, Feynman-Kac formula, random walk on sphere algorithm
@article{M2AN_2010__44_5_997_0, author = {Bossy, Mireille and Champagnat, Nicolas and Maire, Sylvain and Talay, Denis}, title = {Probabilistic interpretation and random walk on spheres algorithms for the {Poisson-Boltzmann} equation in molecular dynamics}, journal = {ESAIM: Mod\'elisation math\'ematique et analyse num\'erique}, pages = {997--1048}, publisher = {EDP-Sciences}, volume = {44}, number = {5}, year = {2010}, doi = {10.1051/m2an/2010050}, mrnumber = {2731401}, zbl = {1204.82020}, language = {en}, url = {http://www.numdam.org/articles/10.1051/m2an/2010050/} }
TY - JOUR AU - Bossy, Mireille AU - Champagnat, Nicolas AU - Maire, Sylvain AU - Talay, Denis TI - Probabilistic interpretation and random walk on spheres algorithms for the Poisson-Boltzmann equation in molecular dynamics JO - ESAIM: Modélisation mathématique et analyse numérique PY - 2010 SP - 997 EP - 1048 VL - 44 IS - 5 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/m2an/2010050/ DO - 10.1051/m2an/2010050 LA - en ID - M2AN_2010__44_5_997_0 ER -
%0 Journal Article %A Bossy, Mireille %A Champagnat, Nicolas %A Maire, Sylvain %A Talay, Denis %T Probabilistic interpretation and random walk on spheres algorithms for the Poisson-Boltzmann equation in molecular dynamics %J ESAIM: Modélisation mathématique et analyse numérique %D 2010 %P 997-1048 %V 44 %N 5 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/m2an/2010050/ %R 10.1051/m2an/2010050 %G en %F M2AN_2010__44_5_997_0
Bossy, Mireille; Champagnat, Nicolas; Maire, Sylvain; Talay, Denis. Probabilistic interpretation and random walk on spheres algorithms for the Poisson-Boltzmann equation in molecular dynamics. ESAIM: Modélisation mathématique et analyse numérique, Special Issue on Probabilistic methods and their applications, Tome 44 (2010) no. 5, pp. 997-1048. doi : 10.1051/m2an/2010050. http://www.numdam.org/articles/10.1051/m2an/2010050/
[1] Bounds for the fundamental solution of a parabolic equation. Bull. Amer. Math. Soc. 73 (1967) 890-896. | Zbl
,[2] The adaptive multilevel finite element solution of the Poisson-Boltzmann equation on massively parallel computers. IBM J. Res. Dev. 45 (2001) 427-437.
, , and ,[3] Implicit solvent electrostatics in biomolecular simulation, in New algorithms for macromolecular simulation, Lect. Notes Comput. Sci. Eng. 49, Springer, Berlin (2005) 263-295.
, and ,[4] Handbook of Brownian motion-facts and formulae. Probability and its Applications, 2nd edition, Birkhäuser Verlag, Basel (2002). | Zbl
and ,[5] Analyse fonctionnelle : Théorie et applications. Collection Mathématiques Appliquées pour la Maîtrise, Masson, Paris (1983). | Zbl
,[6] Evolution problems II, Mathematical analysis and numerical methods for science and technology 6. Springer-Verlag, Berlin (1993). | Zbl
and ,[7] Markov processes - Characterization and convergence. Wiley Series in Probability and Mathematical Statistics, Probability and Mathematical Statistics, John Wiley & Sons Inc., New York (1986). | Zbl
and ,[8] Dirichlet forms and symmetric Markov processes, de Gruyter Studies in Mathematics 19. Walter de Gruyter & Co., Berlin (1994). | Zbl
, and ,[9] Elliptic partial differential equations of second order. Classics in Mathematics, Reprint of the 1998 edition, Springer-Verlag, Berlin (2001). | Zbl
and ,[10] Stochastic differential equations and diffusion processes, North-Holland Mathematical Library 24. Second edition, North-Holland Publishing Co., Amsterdam (1989). | Zbl
and ,[11] Brownian motion and stochastic calculus, Graduate Texts in Mathematics 113. Second edition, Springer-Verlag, New York (1991). | Zbl
and ,[12] Linear and quasilinear elliptic equations. Academic Press, New York (1968). | Zbl
and ,[13] Introduction to Monte-Carlo methods for transport and diffusion equations, Oxford Texts in Applied and Engineering Mathematics 6. Oxford University Press, Oxford (2003). | Zbl
, and ,[14] One-dimensional stochastic differential equations involving the local times of the unknown process, in Stochastic analysis and applications (Swansea, 1983), Lecture Notes Math. 1095, Springer, Berlin (1984) 51-82. | Zbl
,[15] Méthodes probabilistes pour l'homogénéisation des opérateurs sous forme divergence : Cas linéaires et semi-linéaires. Ph.D. Thesis, Université de Provence, Marseille, France (2000).
,[16] Simulating diffusions with piecewise constant coefficients using a kinetic approximation. Comput. Meth. Appl. Mech. Eng. 199 (2010) 2014-2023.
and ,[17] A scheme for simulating one-dimensional diffusion processes with discontinuous coefficients. Ann. Appl. Probab. 16 (2006) 107-139. | Zbl
and ,[18] Markov jump processes approximating a nonsymmetric generalized diffusion. Preprint, arXiv:0804.0848v4 (2008).
,[19] Réduction de variance pour l'intégration numérique et pour le calcul critique en transport neutronique. Ph.D. Thesis, Université de Toulon et du Var, France (2001).
,[20] On a Monte Carlo method for neutron transport criticality computations. IMA J. Numer. Anal. 26 (2006) 657-685. | Zbl
and ,[21] Interprétations probabilistes d'opérateurs sous forme divergence et analyse des méthodes numériques probabilistes associées. Ph.D. Thesis, Université de Provence, Marseille, France (2004).
,[22] Discrétisation d'équations différentielles stochastiques unidimensionnelles à générateur sous forme divergence avec coefficient discontinu. C. R. Math. Acad. Sci. Paris 342 (2006) 51-56. | Zbl
and ,[23] Monte Carlo methods for calculating some physical properties of large molecules. SIAM J. Sci. Comput. 26 (2004) 339-357. | Zbl
and ,[24] Diffusion processes with a generalized drift coefficient. Teor. Veroyatnost. i Primenen. 24 (1979) 62-77. | Zbl
,[25] Stochastic differential equations with a generalized drift vector. Teor. Veroyatnost. i Primenen. 24 (1979) 332-347. | Zbl
,[26] Stochastic integration and differential equations - Second edition, Version 2.1, Stochastic Modelling and Applied Probability 21. Corrected third printing, Springer-Verlag, Berlin (2005). | Zbl
,[27] Continuous martingales and Brownian motion, Grundlehren der Mathematischen Wissenschaften 293. Springer-Verlag, Berlin (1991). | Zbl
and ,[28] Foundations, Diffusions, Markov processes, and martingales 1. Reprint of the second edition (1994), Cambridge Mathematical Library, Cambridge University Press, Cambridge (2000). | Zbl
and ,[29] Itô calculus, Diffusions, Markov processes, and martingales 2. Reprint of the second edition (1994), Cambridge Mathematical Library, Cambridge University Press, Cambridge (2000). | Zbl
and ,[30] Extended convergence of Dirichlet processes. Stochastics Stochastics Rep. 65 (1998) 79-109. | Zbl
and ,[31] Monte Carlo methods in boundary value problems. Springer Series in Computational Physics, Springer-Verlag, Berlin (1991). | Zbl
,[32] Integral formulation of the boundary value problems and the method of random walk on spheres. Monte Carlo Meth. Appl. 1 (1995) 1-34. | Zbl
and ,[33] Walk-on-spheres algorithm for solving boundary-value problems with continuity flux conditions, in Monte Carlo and quasi-Monte Carlo methods 2006, Springer, Berlin (2008) 633-643. | Zbl
,[34] Monte Carlo-based linear Poisson-Boltzmann approach makes accurate salt-dependent solvation free energy predictions possible. J. Chem. Phys. 127 (2007) 185105.
, and ,[35] Diffusion semigroups corresponding to uniformly elliptic divergence form operators, in Séminaire de Probabilités, XXII, Lecture Notes in Math. 1321, Springer, Berlin (1988) 316-347. | Numdam | Zbl
,[36] Multidimensional diffusion processes, Grundlehren der Mathematischen Wissenschaften 233. Springer-Verlag, Berlin (1979). | Zbl
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