跳跃过程的首次通过与重置的最佳条件
Mattia Radice1, Giampaolo Cristadoro2, Samudrajit Thapa1
1Max Planck Institute for the Physics of Complex Systems, 01187 Dresden, Germany.
Chaos (Woodbury, N.Y.)
|February 10, 2025
概括
随机重置通过优化第一通道时间来增强随机走路. 存在一个最佳的重置速率 (r*),在特定的跳跃过程中,其性能优于没有重置 (r=0) 或完全重置 (r=1).
科学领域:
- 统计物理 统计物理
- 随机过程 随机过程
- 数学建模的数学建模
背景情况:
- 随机步行是传播和运输的基本模型.
- 第一通道时间 (FPT) 是分析随机步行动态的一个关键指标.
- 随机重置引入了一个重置系统状态的机制,改变FPT.
研究的目的:
- 为了研究随机重置对随机走路的第一个通道时间的影响.
- 要确定在哪些条件下随机重置 (0
- 为了确定最佳的重置率 (r*),以提高效率.
主要方法:
- 从x0=0.0开始,分析一个随机步行,独立且分布相同的跳跃.
- 整合了一个随机重置协议,在每个步骤后设置一个固定的概率 (r).
- 为最佳的重置速率推导一个一般条件,并分析具体的跳跃过程示例.
主要成果:
- 导出一个一般条件来识别何时随机重置比不重置更有效.
- 如果没有重置的FPT平均值超过了完全重置的FPT,则确定存在最佳重置速率 (0
- 阶段图说明了参数区域,其中最优的重置对特定的跳跃过程有益.
结论:
- 随机重置可以显著优化随机走路的第一个通道时间.
- 一个中间重置概率 (0
- 这些发现为理解和应用各种物理和生物系统的最佳重置策略提供了一个框架.
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