Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction
It is of great practical significance to fully reveal the global discharge characteristics of neurons in electromagnetic environment and design effective energy feedback strategy for accurate prediction of neural information. Considering the effect of electromagnetic induction, a four-dimensional mo...
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/5446369 |
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| _version_ | 1832563504413933568 |
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| author | Jiankui Peng Suoping Li |
| author_facet | Jiankui Peng Suoping Li |
| author_sort | Jiankui Peng |
| collection | DOAJ |
| description | It is of great practical significance to fully reveal the global discharge characteristics of neurons in electromagnetic environment and design effective energy feedback strategy for accurate prediction of neural information. Considering the effect of electromagnetic induction, a four-dimensional modified Hindmarsh–Rose (m-HR) neuron model is established, and its discharge mechanism is revealed by analyzing the existence and stability of equilibrium point of the model. Extensive numerical results confirm that the model has classical period-doubling bifurcation, period-adding bifurcation, and comb-shaped chaotic structure. Importantly, a new intermittent energy feedback controller is designed by improving the traditional energy feedback control strategy, which can effectively modulate the desired discharge modes under the cost-optimal energy consumption. Meanwhile, it should be emphasized that the intermittent control scheme has a wider range of regulation and robustness, which can be applied to other dynamical systems to obtain the desired oscillation modes. This will improve the beneficial discussion for the construction of brain-like intelligent network and efficient regulation. |
| format | Article |
| id | doaj-art-8a470eb8f3a44899a514af80834ce080 |
| institution | Kabale University |
| issn | 1099-0526 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-8a470eb8f3a44899a514af80834ce0802025-02-03T01:20:00ZengWileyComplexity1099-05262022-01-01202210.1155/2022/5446369Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic InductionJiankui Peng0Suoping Li1School of Electrical and Information EngineeringSchool of Electrical and Information EngineeringIt is of great practical significance to fully reveal the global discharge characteristics of neurons in electromagnetic environment and design effective energy feedback strategy for accurate prediction of neural information. Considering the effect of electromagnetic induction, a four-dimensional modified Hindmarsh–Rose (m-HR) neuron model is established, and its discharge mechanism is revealed by analyzing the existence and stability of equilibrium point of the model. Extensive numerical results confirm that the model has classical period-doubling bifurcation, period-adding bifurcation, and comb-shaped chaotic structure. Importantly, a new intermittent energy feedback controller is designed by improving the traditional energy feedback control strategy, which can effectively modulate the desired discharge modes under the cost-optimal energy consumption. Meanwhile, it should be emphasized that the intermittent control scheme has a wider range of regulation and robustness, which can be applied to other dynamical systems to obtain the desired oscillation modes. This will improve the beneficial discussion for the construction of brain-like intelligent network and efficient regulation.http://dx.doi.org/10.1155/2022/5446369 |
| spellingShingle | Jiankui Peng Suoping Li Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction Complexity |
| title | Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction |
| title_full | Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction |
| title_fullStr | Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction |
| title_full_unstemmed | Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction |
| title_short | Dynamics Analysis and Intermittent Energy Feedback Control of m-HR Neuron Model under Electromagnetic Induction |
| title_sort | dynamics analysis and intermittent energy feedback control of m hr neuron model under electromagnetic induction |
| url | http://dx.doi.org/10.1155/2022/5446369 |
| work_keys_str_mv | AT jiankuipeng dynamicsanalysisandintermittentenergyfeedbackcontrolofmhrneuronmodelunderelectromagneticinduction AT suopingli dynamicsanalysisandintermittentenergyfeedbackcontrolofmhrneuronmodelunderelectromagneticinduction |