Memristive Circuit Design of Associative Memory With Generalization and Differentiation

作者：Han, Juntao; Cheng, Xin; Xie, Guangjun; Sun, Junwei; Liu, Gang; Zhang, Zhang^*

来源：IEEE Transactions on Nanotechnology, 2024, 23: 35-44.

DOI：10.1109/TNANO.2023.3346402

• Associative memory
• differentiation
• generalization
• memristive circuit
• time delay

Reinforcement, extinction, generalization and differentiation are all basic principles of Pavlov associative memory. Most memristive neural networks that simulate associative memory only consider reinforcement and extinction, while ignoring differentiation and generalization. In this paper, a memristive circuit of associative memory with generalization and differentiation is proposed to solve the above problem. It implements the functions of learning, forgetting, long-term memory, generalization and differentiation. Learning and forgetting correspond to reinforcement and extinction in associative memory respectively. Spontaneous recovery, in which forgotten reflexes can reappear in the absence of an unconditional stimulus, is also discussed here. Besides, a special differentiation method that takes into account the time delay is designed and demonstrated. The proposed memristive circuit of associative memory provides a reference for the theoretical research and application of artificial neural networks.

• 单位
  上海交通大学