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Chaos control and analysis of fractional order neural network under electromagnetic radiation
Results in Physics ( IF 5.3 ) Pub Date : 2021-01-02 , DOI: 10.1016/j.rinp.2020.103786
F.M. Allehiany , Emad E. Mahmoud , Lone Seth Jahanzaib , Pushali Trikha , Hammad Alotaibi

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.



中文翻译:

电磁辐射下分数阶神经网络的混沌控制与分析

在手稿中,介绍了电磁辐射下的分数阶神经网络,并使用Lyapunov指数,停滞点,对称性,分叉图等研究了其动力学。还观察到0.8到1之间的可变分数阶动力学。神经网络模型显示出对外部刺激的高度敏感性。当暴露于适量的电磁辐射下时,神经功能显示出改善。在存在不确定性和扰动的情况下,使用SMC控制器可以控制所研究动力系统中的混沌,使其唯一停滞点得以控制,该不确定性和扰动也可以通过这种方法进行估计。这些结果可能将视觉带入神经元相关问题的发生。

更新日期:2021-01-18
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