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Theory of heterogeneous circuits with probabilistic memristive devices
arXiv - CS - Emerging Technologies Pub Date : 2021-01-28 , DOI: arxiv-2101.12144 V. A. Slipko, Y. V. Pershin
arXiv - CS - Emerging Technologies Pub Date : 2021-01-28 , DOI: arxiv-2101.12144 V. A. Slipko, Y. V. Pershin
We introduce an approach based on the Chapman-Kolmogorov equation to model
heterogeneous probabilistic circuits, namely, the circuits combining binary or
multi-state probabilistic memristive devices and continuum reactive components
(capacitors and/or inductors). Such circuits are described in terms of
occupation probabilities of memristive states that are functions of reactive
variables. As an illustrative example, the series circuit of a binary memristor
and capacitor is considered in detail. Some analytical solutions are found. Our
work offers a novel analytical/numerical tool for modeling complex
probabilistic networks, which may find a broad range of applications.
中文翻译:
具有概率忆阻器件的异构电路理论
我们引入一种基于Chapman-Kolmogorov方程的方法来对异构概率电路建模,即,将二元或多态概率忆阻器件与连续电抗组件(电容器和/或电感器)组合在一起的电路。根据忆阻态的占有概率描述了这样的电路,忆阻态是电抗变量的函数。作为说明性示例,详细考虑了二进制忆阻器和电容器的串联电路。找到了一些分析解决方案。我们的工作为建模复杂的概率网络提供了一种新颖的分析/数值工具,可能会找到广泛的应用。
更新日期:2021-01-29
中文翻译:
具有概率忆阻器件的异构电路理论
我们引入一种基于Chapman-Kolmogorov方程的方法来对异构概率电路建模,即,将二元或多态概率忆阻器件与连续电抗组件(电容器和/或电感器)组合在一起的电路。根据忆阻态的占有概率描述了这样的电路,忆阻态是电抗变量的函数。作为说明性示例,详细考虑了二进制忆阻器和电容器的串联电路。找到了一些分析解决方案。我们的工作为建模复杂的概率网络提供了一种新颖的分析/数值工具,可能会找到广泛的应用。