Memristors-coupled neuron models with multiple firing patterns and homogeneous and heterogeneous multistability

Xuan Wang, Santo Banerjee, Yinghong Cao, Jun Mou
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Abstract

Memristors are extensively used to estimate the external electromagnetic stimulation and synapses for neurons. In this paper, two distinct scenarios, ideal memristor serves as external electromagnetic stimulation and locally active memristor serves as synapse, are formulated to investigate the impact of memristor on a 2D Hindmarsh-Rose neuron model. Numerical simulations show that the neuronal models in different scenarios have multiple burst firing patterns. The introduction of the memristor makes the neuronal model exhibit complex dynamical behaviors. Finally, the simulation circuit and DSP hardware implementation results validate the physical mechanism as well as the reliability of the biological neuron model.
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具有多种点火模式以及同质和异质多稳态性的记忆晶体管耦合神经元模型
忆阻器被广泛用于估算外部电磁刺激和神经元突触。本文提出了理想忆阻器作为外部电磁刺激和局部活跃忆阻器作为突触这两种不同情况,以研究忆阻器对二维 Hindmarsh-Rose 神经元模型的影响。数值模拟结果表明,不同情况下的神经元模型具有多种突发性发射模式。忆阻器的引入使神经元模型表现出复杂的动态行为。最后,仿真电路和 DSP 硬件实现结果验证了生物神经元模型的物理机制和可靠性。
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