TY - JOUR
T1 - Memristive Autapse-Coupled Neuron Model With External Electromagnetic Radiation Effects
AU - Zhang, Sen
AU - Li, Chunbiao
AU - Zheng, Jiahao
AU - Wang, Xiaoping
AU - Zeng, Zhigang
AU - Chen, Guanrong
PY - 2023/11
Y1 - 2023/11
N2 - Thanks to their distinct synaptic plasticity and memory effects, memristors not only can mimic biological neuronal synapses but also can describe the influence of external electromagnetic radiation. This article proposes a novel memristive autapse-coupled neuron model (MACNM) using a locally active memristor as an autapse and simultaneously introducing a flux-controlled piecewise-nonlinear memristor to describe the external electromagnetic radiation. Theoretical analysis and numerical simulation results show that the MACNM is able to generate multiple numbers of grid multiscroll hidden attractors. Moreover, it can exhibit rich and complex hidden firing dynamics, including periodic spiking/bursting firing, chaotic spiking/bursting firing, as well as firing patterns transition. In particular, hidden firing multistability of five coexisting homogeneous chaotic bursting firing patterns with different offsets along the boosting route is discovered, giving raise to the interesting phenomenon of hidden homogeneous multistability. Finally, a circuit is designed to verify the physical feasibility of the abundant electrical activities in the proposed MACNM.
AB - Thanks to their distinct synaptic plasticity and memory effects, memristors not only can mimic biological neuronal synapses but also can describe the influence of external electromagnetic radiation. This article proposes a novel memristive autapse-coupled neuron model (MACNM) using a locally active memristor as an autapse and simultaneously introducing a flux-controlled piecewise-nonlinear memristor to describe the external electromagnetic radiation. Theoretical analysis and numerical simulation results show that the MACNM is able to generate multiple numbers of grid multiscroll hidden attractors. Moreover, it can exhibit rich and complex hidden firing dynamics, including periodic spiking/bursting firing, chaotic spiking/bursting firing, as well as firing patterns transition. In particular, hidden firing multistability of five coexisting homogeneous chaotic bursting firing patterns with different offsets along the boosting route is discovered, giving raise to the interesting phenomenon of hidden homogeneous multistability. Finally, a circuit is designed to verify the physical feasibility of the abundant electrical activities in the proposed MACNM.
KW - autapse
KW - Biological system modeling
KW - Brain modeling
KW - multiscroll hidden attractor
KW - electromagnetic radiation
KW - firing multistability
KW - Hysteresis
KW - Integrated circuit modeling
KW - Memristor
KW - Memristors
KW - multi-scroll hidden attractor
KW - neuron model
KW - Neurons
UR - http://www.scopus.com/inward/record.url?scp=85144773766&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-85144773766&origin=recordpage
U2 - 10.1109/TIE.2022.3225847
DO - 10.1109/TIE.2022.3225847
M3 - RGC 21 - Publication in refereed journal
SN - 0278-0046
VL - 70
SP - 11618
EP - 11627
JO - IEEE Transactions on Industrial Electronics
JF - IEEE Transactions on Industrial Electronics
IS - 11
ER -