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Exploring the dynamic behavior of system model construction with unknown parameters and achieving synchronous control of fuzzy neural networks

Author

Listed:
  • Jie, Jingfeng
  • Zhang, Ping
  • Yang, Yang
  • Sui, Qingru

Abstract

This study proposes a method that combines constant terms with state variables to construct the target system model. The three-dimensional system model is used for verification, starting with integer-order and fractional-order continuous system models. Through the integration of information entropy, path entropy, permutation entropy, the SALI algorithm, and complexity methods, the dynamic behavior of the target model is thoroughly analyzed. Finally, by considering the range of values when the constant term is involved in the construction, the study integrates fuzzy neural networks to effectively construct a self-organizing fuzzy neural network with parameters(SFNNP). Using a three-dimensional continuous system as a simulation case, the study successfully realizes the synchronous control of a fuzzy neural network based on fuzzy parameterization.

Suggested Citation

  • Jie, Jingfeng & Zhang, Ping & Yang, Yang & Sui, Qingru, 2024. "Exploring the dynamic behavior of system model construction with unknown parameters and achieving synchronous control of fuzzy neural networks," Chaos, Solitons & Fractals, Elsevier, vol. 188(C).
    • Handle: RePEc:eee:chsofr:v:188:y:2024:i:c:s0960077924011342
    DOI: 10.1016/j.chaos.2024.115582
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