Computing the minimal rebinding effect for non-reversible processes

Susanne Röhl, Marcus Weber, K. Fackeldey
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引用次数: 2

Abstract

The aim of this paper is to investigate the rebinding effect, a phenomenon describing a "short-time memory" which can occur when projecting a Markov process onto a smaller state space. For guaranteeing a correct mapping by the Markov State Model, we assume a fuzzy clustering in terms of membership functions, assigning degrees of membership to each state. The macro states are represented by the membership functions and may be overlapping. The magnitude of this overlap is a measure for the strength of the rebinding effect, caused by the projection and stabilizing the system. A minimal bound for the rebinding effect included in a given system is computed as the solution of an optimization problem. Based on membership functions chosen as a linear combination of Schur vectors, this generalized approach includes reversible as well as non-reversible processes.
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计算非可逆过程的最小再结合效应
本文的目的是研究重绑定效应,这是一种描述“短时记忆”的现象,当将马尔可夫过程投射到较小的状态空间时,可能会发生这种现象。为了保证马尔可夫状态模型的正确映射,我们根据隶属函数假设一个模糊聚类,为每个状态分配隶属度。宏观状态由隶属函数表示,可能是重叠的。这种重叠的大小是衡量重结合效应强度的一个指标,它是由投影和稳定系统引起的。作为优化问题的解,计算了给定系统中包含的重绑定效应的最小界。基于选取的隶属函数作为舒尔向量的线性组合,这种广义方法既包括可逆过程,也包括不可逆过程。
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