Investigation of chaotic resonance in Type-I and Type-II Morris-Lecar neurons

被引:22
作者
Baysal, Veli [1 ]
Solmaz, Ramazan [1 ]
Ma, Jun [2 ,3 ]
机构
[1] Bartin Univ, Dept Comp Engn, TR-74100 Bartin, Turkiye
[2] Lanzhou Univ Technol, Dept Phys, Lanzhou 730050, Peoples R China
[3] Chongqing Univ Posts & Telecommun, Sch Sci, Chongqing 430065, Peoples R China
关键词
Weak signal coding; Chaotic signal; Morris-Lecar neuron; Lorenz chaotic system; STOCHASTIC RESONANCE; BRAIN; MODEL; SYNCHRONIZATION; OSCILLATIONS; FREQUENCY; NOISE;
D O I
10.1016/j.amc.2023.127940
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The signal encoding capacity of the nervous system is significantly related to the spik-ing regime of neurons, and the firing behaviors of neurons are vibrant due to their com-plex structure. Chaotic fluctuations emerge at both micro and macro levels in the neu-ronal medium. It is thought that chaotic oscillations are the beneficial component, rather than disruptive, for cognitive functions of the nervous system. It is found that external chaotic activity at a suitable level enhances the weak signal encoding performance of neu-rons, particularly when the weak signal frequency is chosen close to that of the chaotic fluctuations-induced sub-threshold oscillations frequencies. This manipulation of the sig-nal encoding performance of neurons by chaotic fluctuations is explained by the "chaotic resonance" phenomenon. In the current work, we systematically examine the impacts of the extrinsic chaotic stimulus from the Lorenz system on the subthreshold periodic sig-nal encoding performance of Type-I and Type-II Morris-Lecar neurons. Our results show that weak signal encoding performance of both Type-I and Type-II Morris-Lecar neurons exhibits resonance behavior and its resonance mainly depends on external chaotic cur-rent intensity. Also, we reveal that suitable chaotic current level for the best encoding in Morris-Lecar neurons of the sub-threshold signal changes with signal frequency. In addi-tion, we indicate that there is a frequency range in which Morris-Lecar neurons are sen-sitive to signals. We also demonstrate the existence of a chaotic current intensity range at these frequencies, enabling neurons to improve weak signal encoding performance. Finally, it is observed that the frequency ranges in which Type-I and Type-II neurons are sensitive to weak signals are quite different. In this regard, our research provides important insights into the possible roles of chaotic resonance in the weak signal encoding of different types of neurons. (c) 2023 Elsevier Inc. All rights reserved.
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页数:11
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