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Partial Approximation of the Master Equation by the Fokker-Planck Equation

机译:福克-普朗克方程对主方程的部分逼近

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摘要

The chemical master equation (CME) describes the probability for each internal state of the cell or rather the states of a model of the cell. The number of states grows exponentially with the number of chemical species in the model, since each species corresponds to one dimension in the state space. The CME can be approximated by a Fokker-Planck equation (FPE), which can be solved numerically cheaper than the CME. The FPE approximation of the full CME is not always appropriate, while it can be suitable for a subspace in the state space. In order to exploit the lower cost of the FPE approximation a method for splitting the state space in two subspaces where one is approximated by the FPE and one remains unapproximated is presented. A biologically relevant problem in four dimensions is solved as an example.
机译:化学主方程(CME)描述了细胞每个内部状态的概率,或者更确切地说是细胞模型的状态。状态的数量与模型中化学物种的数量成指数增长,因为每种物种都对应于状态空间中的一维。可以通过Fokker-Planck方程(FPE)来近似CME,该方程在数值上比CME便宜。完整CME的FPE近似值并不总是合适的,尽管它可能适用于状态空间中的子空间。为了利用FPE近似的较低成本,提出了一种将状态空间划分为两个子空间的方法,其中一个子空间由FPE近似,而一个子空间保持未近似。例如,解决了四个方面的生物学相关问题。

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