Stability Analysis for Memristive Recurrent Neural Network Under Different External Stimulus

作者:Gang Bao, Zhigang Zeng

摘要

Memristor is the fourth missing element. This paper discusses dynmacis memristive recurrent neural network with memristors as synapses. Firstly, it analyzes variation property of memristance under different external inputs with memristor simulation model. It concludes that memristance will be stable at one value if the direction of voltage is not changed and be varying periodically under periodically variable voltage. Next, it presents the memristive recurrent neural network model and gives local attractive region, one sufficient condition for memristive recurrent neural network under periodic voltage source. At last, an illustrative example is given for verifying our result.

论文关键词:Memristor, Recurrent neural networks, Stability

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论文官网地址:https://doi.org/10.1007/s11063-017-9671-x