随机排列集理论中的随机行走。

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-09-01 DOI:10.1063/5.0220154
Jiefeng Zhou, Zhen Li, Yong Deng
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引用次数: 0

摘要

随机游走是在分子水平上模拟自然过程的一种可解释的方法。随机排列集理论(RPST)是不确定性推理的框架,扩展了 Dempster-Shafer 理论的适用性。最近的探索表明,RPST 与随机游走之间存在很有前景的联系。在本研究中,我们根据 RPST 的特性进行了分析,并构建了一个随机行走模型,同时对这种随机行走进行了蒙特卡罗模拟。我们的研究结果表明,通过 RPST 生成的随机游走表现出与高斯随机游走相似的特征,并可通过特定的限制缩放过程转化为维纳过程。这项研究在 RPST 和随机游走理论之间建立了一种新的联系,从而不仅扩大了 RPST 的适用范围,而且证明了结合两种方法的优势来提高解决问题能力的潜力。
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Random walk in random permutation set theory.

Random walk is an explainable approach for modeling natural processes at the molecular level. The random permutation set theory (RPST) serves as a framework for uncertainty reasoning, extending the applicability of Dempster-Shafer theory. Recent explorations indicate a promising link between RPST and random walk. In this study, we conduct an analysis and construct a random walk model based on the properties of RPST, with Monte Carlo simulations of such random walk. Our findings reveal that the random walk generated through RPST exhibits characteristics similar to those of a Gaussian random walk and can be transformed into a Wiener process through a specific limiting scaling procedure. This investigation establishes a novel connection between RPST and random walk theory, thereby not only expanding the applicability of RPST but also demonstrating the potential for combining the strengths of both approaches to improve problem-solving abilities.

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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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