4.7 Article

Chaos control and analysis of fractional order neural network under electromagnetic radiation

Journal

RESULTS IN PHYSICS
Volume 21, Issue -, Pages -

Publisher

ELSEVIER
DOI: 10.1016/j.rinp.2020.103786

Keywords

Dynamical analysis; Chaos control; Neural network; Electromagnetic radiation; Adaptive sliding mode control

Funding

  1. Taif University Researchers Supporting Project, Taif University, Taif, Saudi Arabia [TURSP2020/20]

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The manuscript introduces the dynamics of fractional order neural network under electromagnetic radiation, showing high sensitivity to external stimuli and improvement in neural functioning under the right amount of electromagnetic radiations. Control of chaos in the studied dynamical system around its unique stagnation point using SMC controllers in the presence of uncertainties and disturbances is also explored. These results could provide insights into neuron related problems.
In the manuscript, fractional order neural network under electromagnetic radiation is introduced and its dynamics studied using Lyapunov exponents, stagnation points, symmetry, bifurcation diagrams etc. The dynamics for variable fractional order between 0.8 to 1 is also observed. The neural network model shows high sensitivity to external stimuli. The neural functioning shows improvement when exposed to the right amount of electromagnetic radiations. The chaos in the studied dynamical system is controlled about its unique stagnation point using SMC controllers in presence of uncertainties and disturbances, which are also estimated in this method. These results could bring vision into the occurrence of neuron related problems.

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