Dynamical effects of memristive electromagnetic induction on a 2D Wilson neuron model

被引:33
作者
Xu, Quan [1 ]
Wang, Kai [1 ]
Shan, Yufan [1 ]
Wu, Huagan [1 ]
Chen, Mo [1 ]
Wang, Ning [1 ]
机构
[1] Changzhou Univ, Sch Microelect & Control Engn, Changzhou 213159, Peoples R China
基金
中国国家自然科学基金;
关键词
Dynamical effect; Memristive electromagnetic induction; Coexisting firing activities; Firing frequency regulation; Antimonotonicity; Hardware experiment; Wilson neuron model; ELECTRICAL-ACTIVITY; COMPLEX DYNAMICS; ANTIMONOTONICITY; NETWORK; ATTRACTORS; SPIKING;
D O I
10.1007/s11571-023-10014-8
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Electromagnetic induction plays a crucial impact on the firing activity of biological neurons, since it exists along with the mutual effect between membrane potential and ions transport. Flux-controlled memristor is an available candidate in characterizing the electromagnetic induction effect. Different from the previously reported literature, a non-ideal flux-controlled memristor with cosine mem-conductance function is employed to determine the periodic magnetization and leakage flux processes in neurons. Thereafter, a three-dimensional (3D) memristive Wilson (m-Wilson) neuron model is constructed under the consideration of this kind of electromagnetic induction. Numerical simulations are performed by multiple numerical tools, which demonstrate that the 3D m-Wilson neuron model can generate abundant firing activities. Interestingly, coexisting firing activities, antimonotonicity, and firing frequency regulation are discovered under special parameter settings. Furthermore, a PCB-based analog circuit is designed and hardware measurements are executed to verify the numerical simulations. These explorations in numerical and hardware surveys might provide insights to regulate the firing activities by appropriate electromagnetic induction.
引用
收藏
页码:645 / 657
页数:13
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