计算离散无记忆通道容量的矢量流
Guglielmo Beretta1,2, Marcello Pelillo1,3,4
1DAIS, Università Ca' Foscari di Venezia, Via Torino 155, 30170 Venezia, Italy.
Entropy (Basel, Switzerland)
|April 26, 2025
概括
本研究介绍了一种新的连续时间动态系统,用于计算通道容量,这是一个关键的信息理论问题. 该系统提供了一种模拟计算方法,具有经过验证的指数收率,类似于Blahut-Arimoto算法.
科学领域:
- 信息理论 信息理论
- 动态系统 动态系统
- 计算科学 计算科学
背景情况:
- 计算通道容量是信息理论中一个基本的,长期存在的问题.
- 像Blahut-Arimoto算法这样的现有方法为容量计算提供了基础.
研究的目的:
- 研究一种新的连续时间动态系统,用于计算通道容量.
- 分析这种新方法的收性质.
- 提出用于模拟计算通道容量的电路设计.
主要方法:
- 开发一个连续时间动态系统.
- 对收属性的数学证明.
- 模拟实现的电路设计.
主要成果:
- 拟议的动态系统是布拉胡特-阿里莫托算法的连续时间模拟.
- 该系统在特定条件下显示出指数级的趋同率.
- 介绍了一个电路设计,用于实际模拟估计通道容量.
结论:
- 新的连续时间动态系统为估计通道容量提供了一种有效的方法.
- 这种方法可以实现模拟计算,可能加快容量估计.
- 该系统的融合特性使其成为现有算法的可行替代方案.
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