Chemical continuous time random walks
arXiv:1711.08373 · doi:10.1103/PhysRevLett.119.230601
Abstract
Kinetic Monte Carlo methods such as the Gillespie algorithm model chemical reactions as random walks in particle number space. The inter-reaction times are exponentially distributed under the assumption that the system is well mixed. We introduce an arbitrary inter-reaction time distribution, which may account for the impact of incomplete mixing on chemical reactions, and in general stochastic reaction delay, which may represent the impact of extrinsic noise. This process defines an inhomogeneous continuous time random walk in particle number space, from which we derive a generalized chemical master equation. This leads naturally to a generalization of the Gillespie algorithm. Based on this formalism, we determine the modified chemical rate laws for different inter-reaction time distributions. This framework traces Michaelis--Menten-type kinetics back to finite-mean delay times, and predicts time-nonlocal macroscopic reaction kinetics as a consequence of broadly distributed delays. Non-Markovian kinetics exhibit weak ergodicity breaking and show key features of reactions under local non-equilibrium.
12 pages, 2 figures, changed spelling of name of first author
References in corpus (10)
- In vivo anomalous diffusion and weak ergodicity breaking of lipid granules
- First-passage times in complex scale-invariant media
- Single particle tracking in systems showing anomalous diffusion: the role of weak ergodicity breaking
- Geometry-controlled kinetics
- Stochastic Ergodicity Breaking: a Random Walk Approach
- Simulating non-Markovian stochastic processes
- Subdiffusion and weak ergodicity breaking in the presence of a reactive boundary
- Stochastic processes with distributed delays: chemical Langevin equation and linear-noise approximation
- Reaction-diffusion with stochastic decay rates
- The structure of coevolving infection networks
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