Action functional gradient descent algorithm for estimating escape paths in stochastic chemical reaction networks.
Sign Up to like & getrecommendations! Published in 2022 at "Physical review. E"
DOI: 10.1103/physreve.107.034305
Abstract: We first derive the Hamilton-Jacobi theory underlying continuous-time Markov processes, and then we use the construction to develop a variational algorithm for estimating escape (least improbable or first passage) paths for a generic stochastic chemical… read more here.
Keywords: estimating escape; chemical reaction; reaction; algorithm estimating ... See more keywords
Bounding Transient Moments of Stochastic Chemical Reactions
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2018.2869639
Abstract: The predictive ability of stochastic chemical reactions is currently limited by the lack of closed form solutions to the governing chemical master equation. To overcome this limitation, this letter proposes a computational method capable of… read more here.
Keywords: transient moments; chemical reactions; bounding transient; stochastic chemical ... See more keywords