Work

Efficient computation of the first passage time distribution of the generalized master equation by steady-state relaxation

Year: 2006
Type: article
Abstract: The generalized master equation or the equivalent continuous time random walk equations can be used to compute the macroscopic first passage time distribution (FPTD) of a complex stochastic system from short-term microscopic simulation data. The computation of the mean first passage time and additional low-order FPTD moments can be simplified by directly relating the FPTD moment generating function to the moments of the local FPTD matrix. This relationship can be physically interpreted in terms of steady-state relaxation, an extension of steady-state flow. Moreover, it is amenable to a statistical error analysis that can be used to significantly increase computational efficiency. The efficiency improvement can be extended to the FPTD itself by modelling it using a gamma distribution or rational function approximation to its Laplace transform.
Authors: David Shalloway, Anton K. Faradjian
Institution: Cornell University
Language: English
Open Access status: green
OpenAlex ID: W2016368285
FWCI: 2.248
Cites: 20
Cited by: 45
Related to: 10