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基于DNA链置换的用于仿生联想记忆和时间顺序记忆的神经网络电路

Neural Network Circuits for Bionic Associative Memory and Temporal Order Memory Based on DNA Strand Displacement.

作者信息

Sun Junwei, Wang Jinjiang, Wen Shiping, Wang Yingcong, Wang Yanfeng

出版信息

IEEE Trans Neural Netw Learn Syst. 2025 May;36(5):8672-8683. doi: 10.1109/TNNLS.2024.3425060. Epub 2025 May 2.

Abstract

Pavlovian associative memory plays an important role in our daily life and work. The realization of Pavlovian associative memory at the deoxyribonucleic acid (DNA) molecular level will promote the development of biological computing and broaden the application scenarios of neural networks. In this article, bionic associative memory and temporal order memory circuits are constructed by DNA strand displacement (DSD) reactions. First, a temporal logic gate is constructed on the basis of DSD circuit and extended to a three-input temporal logic gate. The output of temporal logic gate is used for the weight species of associative memory. Second, the forgetting module and output module based on the DSD circuit are constructed to realize some functions of associative memory, including associative memory with simultaneous stimulus, associative memory with interstimulus interval effect, and the facilitation by intermittent stimulus. In addition, the coding, storage, and retrieval modules are designed based on the analysis and memory capabilities of temporal logic gate for temporal information. The temporal order memory circuit is constructed, demonstrating the temporal order memory ability of DNA circuit. Finally, the reliability of the circuit is verified through Visual DSD software simulation. Our work provides ideas and inspiration to construct more complex DNA bionic circuits and intelligent circuits by using DSD technology.

摘要

巴甫洛夫联想记忆在我们的日常生活和工作中起着重要作用。在脱氧核糖核酸(DNA)分子水平上实现巴甫洛夫联想记忆将推动生物计算的发展,并拓宽神经网络的应用场景。在本文中,通过DNA链置换(DSD)反应构建了仿生联想记忆和时间顺序记忆电路。首先,基于DSD电路构建了一个时间逻辑门,并将其扩展为三输入时间逻辑门。时间逻辑门的输出用于联想记忆的权重种类。其次,构建了基于DSD电路的遗忘模块和输出模块,以实现联想记忆的一些功能,包括同时刺激的联想记忆、刺激间隔效应的联想记忆以及间歇刺激的促进作用。此外,基于时间逻辑门对时间信息的分析和记忆能力设计了编码、存储和检索模块。构建了时间顺序记忆电路,展示了DNA电路的时间顺序记忆能力。最后,通过Visual DSD软件仿真验证了电路的可靠性。我们的工作为利用DSD技术构建更复杂的DNA仿生电路和智能电路提供了思路和灵感。

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