The slow-scale stochastic simulation algorithm

被引:351
作者
Cao, Y [1 ]
Gillespie, DT
Petzold, LR
机构
[1] Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93106 USA
[2] Dan T Gillespie Consulting, Castaic, CA 91384 USA
关键词
D O I
10.1063/1.1824902
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Reactions in real chemical systems often take place on vastly different time scales, with "fast" reaction channels firing very much more frequently than "slow" ones. These firings will be interdependent if, as is usually the case, the fast and slow reactions involve some of the same species. An exact stochastic simulation of such a system will necessarily spend most of its time simulating the more numerous fast reaction events. This is a frustratingly inefficient allocation of computational effort when dynamical stiffness is present, since in that case a fast reaction event will be of much less importance to the system's evolution than will a slow reaction event. For such situations, this paper develops a systematic approximate theory that allows one to stochastically advance the system in time by simulating the firings of only the slow reaction events. Developing an effective strategy to implement this theory poses some challenges, but as is illustrated here for two simple systems, when those challenges can be overcome, very substantial increases in simulation speed can be realized. (C) 2005 American Institute of Physics.
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页数:18
相关论文
共 14 条
[1]  
[Anonymous], 1992, Markov Processes: An Introduction to Physical Scientists
[2]  
Arkin A, 1998, GENETICS, V149, P1633
[3]  
DOYLE J, COMMUNICATION
[4]   GENERAL METHOD FOR NUMERICALLY SIMULATING STOCHASTIC TIME EVOLUTION OF COUPLED CHEMICAL-REACTIONS [J].
GILLESPIE, DT .
JOURNAL OF COMPUTATIONAL PHYSICS, 1976, 22 (04) :403-434
[5]   Approximate accelerated stochastic simulation of chemically reacting systems [J].
Gillespie, DT .
JOURNAL OF CHEMICAL PHYSICS, 2001, 115 (04) :1716-1733
[6]   EXACT STOCHASTIC SIMULATION OF COUPLED CHEMICAL-REACTIONS [J].
GILLESPIE, DT .
JOURNAL OF PHYSICAL CHEMISTRY, 1977, 81 (25) :2340-2361
[7]   Improved leap-size selection for accelerated stochastic simulation [J].
Gillespie, DT ;
Petzold, LR .
JOURNAL OF CHEMICAL PHYSICS, 2003, 119 (16) :8229-8234
[8]   A RIGOROUS DERIVATION OF THE CHEMICAL MASTER EQUATION [J].
GILLESPIE, DT .
PHYSICA A, 1992, 188 (1-3) :404-425
[9]   Modeling quantum measurement probability as a classical stochastic process [J].
Gillespie, DT ;
Alltop, WO ;
Martin, JM .
CHAOS, 2001, 11 (03) :548-562
[10]   Approximate simulation of coupled fast and slow reactions for stochastic chemical kinetics [J].
Haseltine, EL ;
Rawlings, JB .
JOURNAL OF CHEMICAL PHYSICS, 2002, 117 (15) :6959-6969