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Energy and self-adaption in a memristive map neuron

Author

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  • Jia, Junen
  • Wang, Chunni
  • Zhang, Xiaofeng
  • Zhu, Zhigang

Abstract

Both capacitor and charge-controlled memristor (CCM) can regulate the inner energy levels during the release and accumulation of charges in these electronic components. Combination of inductive and capacitive components is crucial to build an oscillatory circuit, and incorporation of a nonlinear resistor is helpful to support nonlinear oscillation under continuous energy exchange between magnetic field and electric field. Relation between physical variables in neural circuits can be described by some equivalent nonlinear oscillators by applying scale transformation on the variables and parameters for the neural circuit, and the energy function becomes available from theoretical approach. In this work, a simple neural circuit coupled with a CCM is designed to obtain a memristive neuron model, and then linear transformation is applied to the sampled variables involved with time scale for time step, a new memristive map is obtained to discuss its energy characteristic and self-controllability under energy flow. The result provides guidance to measure the reliability of maps, and the new derived maps with reliable physical evidences can be further used in digital signal processing.

Suggested Citation

  • Jia, Junen & Wang, Chunni & Zhang, Xiaofeng & Zhu, Zhigang, 2024. "Energy and self-adaption in a memristive map neuron," Chaos, Solitons & Fractals, Elsevier, vol. 182(C).
  • Handle: RePEc:eee:chsofr:v:182:y:2024:i:c:s096007792400290x
    DOI: 10.1016/j.chaos.2024.114738
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    References listed on IDEAS

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    1. Yu, Xihong & Bao, Han & Chen, Mo & Bao, Bocheng, 2023. "Energy balance via memristor synapse in Morris-Lecar two-neuron network with FPGA implementation," Chaos, Solitons & Fractals, Elsevier, vol. 171(C).
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    3. Li, Tianyu & Xie, Ying & Ye, Zhiqiu & Zeng, Jiapei & Liu, Yingqi & Liu, Lu & Jia, Ya, 2025. "Analysis of synchronization transitions in higher-order Kuramoto oscillator system with different orders of phase lags," Chaos, Solitons & Fractals, Elsevier, vol. 199(P1).
    4. Rybalova, E. & Ryabov, A. & Muni, S. & Strelkova, G., 2024. "Lévy noise-induced coherence resonance in neural maps," Chaos, Solitons & Fractals, Elsevier, vol. 186(C).
    5. Yang, Feifei & Ma, Jun & Wu, Fuqiang, 2024. "Review on memristor application in neural circuit and network," Chaos, Solitons & Fractals, Elsevier, vol. 187(C).
    6. Lei, Zhao & Guo, Yitong & Ma, Jun & Wang, Chunni, 2025. "Modeling of a memristor-coupled neural circuit with piezoelectric channel," Chaos, Solitons & Fractals, Elsevier, vol. 201(P3).
    7. Ma, Tao & Mou, Jun & Chen, Wanzhong, 2025. "Dynamics and implementation of a functional neuron model with hyperchaotic behavior under electromagnetic radiation," Chaos, Solitons & Fractals, Elsevier, vol. 190(C).
    8. Akhmet, Marat & Başkan, Kağan & Yeşil, Cihan, 2024. "Markovian noise-induced delta synchronization approach for Hindmarsh–Rose model," Chaos, Solitons & Fractals, Elsevier, vol. 185(C).

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