Adomian Decomposition, Firing Change Process Analysis and Synchronous Control of Fractional-Order Hindmarsh–Rose Neurons in Electromagnetic Field

Author:

Lei Tengfei12ORCID,Fu Haiyan12ORCID,Zang Hongyan12,Huang Lili2,Sun Wenqiang3

Affiliation:

1. School of Computer and Information Engineering, Qilu Institute of Technology, Jinan 250200, China

2. Collaborative Innovation Center of Memristive Computing Application (CICMCA), Qilu Institute of Technology, Jinan 250200, China

3. Department of Rehabilitation, Taishan Vocational College of Nursing, Taian 271000, China

Abstract

In this paper, based on integer-order Hindmarsh–Rose (HR) neurons under an electric field, the fractional-order model is constructed, and the nonlinear term is decomposed by the Adomian decomposition method, and the numerical solution of the system is obtained. The firing behavior of the neuron model is analyzed by using a phase diagram, interspike interval (ISI) bifurcation diagram, sample entropy (SE) complexity, and largest Lyapunov exponent (LLE). Based on the sliding mode control theory, a chaos synchronization controller of the system is designed. Matlab simulation results show that the controller is realizable and effective, and also has the characteristic of fast response, which provides a reference for the control and application of a memristor neural network system.

Funder

Shandong Provincial Natural Science Foundation

Shandong Province Science and Technology Small and Medium-Sized Enterprises Innovation Ability Promotion Project

Key Research and Development Plan of Shandong Province

Natural Science Foundation of Shandong Province

Science and Technology Plan Projects of Universities of Shandong Province

Publisher

MDPI AG

Subject

Process Chemistry and Technology,Chemical Engineering (miscellaneous),Bioengineering

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