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A Hindmarsh–Rose neuron model with electromagnetic radiation control for the mechanical optimization design

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  • Zhang, Sien
  • Yao, Wei
  • Xiong, Li
  • Wang, Yijie
  • Tang, Lihong
  • Zhang, Xin
  • Yu, Fei

Abstract

This paper proposes a Hindmarsh–Rose(HR) neuron model controlled by electromagnetic radiation to solve the mechanical optimization design problem. A novel memristor for simulating electromagnetic radiation is established to control the dynamical behavior of HR neuron models. By analyzing the HR model and using the numerical analysis methods of phase portrait, bifurcation diagram, Lyapunov exponent and spectral entropy (SE) complexity, the HR model is shown to have a hidden attractor and rich chaotic dynamics. Then, a chaotic optimization algorithm based on HR neuron model is designed to solve the mechanical optimization design of tension/compression coil springs and pressure vessels. The chaotic sequence of this algorithm which has high-quality pseudo-random number, has stronger global search ability. Simulation of two mechanical optimization design problems in comparison with some well-known optimization algorithms demonstrates the superiority of the HR in the solution quality.

Suggested Citation

  • Zhang, Sien & Yao, Wei & Xiong, Li & Wang, Yijie & Tang, Lihong & Zhang, Xin & Yu, Fei, 2024. "A Hindmarsh–Rose neuron model with electromagnetic radiation control for the mechanical optimization design," Chaos, Solitons & Fractals, Elsevier, vol. 187(C).
    • Handle: RePEc:eee:chsofr:v:187:y:2024:i:c:s0960077924009603
    DOI: 10.1016/j.chaos.2024.115408
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    References listed on IDEAS

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    1. Zhang, Sen & Zheng, Jiahao & Wang, Xiaoping & Zeng, Zhigang, 2021. "A novel no-equilibrium HR neuron model with hidden homogeneous extreme multistability," Chaos, Solitons & Fractals, Elsevier, vol. 145(C).
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    3. Bocheng Bao & Aihuang Hu & Han Bao & Quan Xu & Mo Chen & Huagan Wu, 2018. "Three-Dimensional Memristive Hindmarsh–Rose Neuron Model with Hidden Coexisting Asymmetric Behaviors," Complexity, Hindawi, vol. 2018, pages 1-11, February.
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