新疆大学电气工程学院
纸质出版:2023
移动端阅览
[1]王琦,王聪,马萍,等.基于浸入与不变原理的分数阶HR神经元同步控制[J].新疆大学学报(自然科学版)(中英文),2023,40(05):630-640.
[1]王琦,王聪,马萍,等.基于浸入与不变原理的分数阶HR神经元同步控制[J].新疆大学学报(自然科学版)(中英文),2023,40(05):630-640. DOI: 10.13568/j.cnki.651094.651316.2023.01.18.0001.
DOI:10.13568/j.cnki.651094.651316.2023.01.18.0001.
针对驱动-响应分数阶Hindmarsh-Rose(HR)神经元系统的同步问题,提出了一种基于浸入与不变原理的自适应分段滑模同步方案.首先,建立分数阶HR神经元模型并简要分析系统的动力学行为;其次,结合传统趋近律和饱和函数提出新型分段滑模趋近律来设计滑模控制器,接着引入浸入与不变理论建立不变流形并选取自适应律对系统内部不确定性和外部扰动进行估计,保证了流形的吸引性与不变性,并通过Lyapunov稳定性理论对所提方案进行稳定性证明;最后,通过数值仿真研究表明所提方案能使神经元系统达到完全同步,且明显减轻抖振现象,验证了所提方案的有效性与优越性.
Aiming at the synchronization problem of drive-response fractional-order Hindmarsh-Rose(HR) neuron system
an adaptive segmented sliding mode synchronization scheme based on the principle of immersion and invariance is proposed. Firstly
a fractional-order HR neuron model is established and the dynamical behavior of the system is briefly analyzed; Secondly
a new piecewise sliding mode reaching law is proposed in combination with the traditional reaching law and saturation function to design a sliding mode controller
and then the immersion and invariance theory is introduced to establish the invariant manifold and select the adaptive law to estimate the internal uncertainty and external disturbance of the system
ensuring the attractiveness and invariance of the manifold
which ensures the attractiveness and invariance of the manifold
and proves the stability of the proposed scheme through the Lyapunov stability theory; Finally
numerical simulation studies show that the proposed scheme can achieve complete synchronization of the neuron system and significantly reduce the chattering phenomenon
which verifies the effectiveness and superiority of the proposed scheme.
LIN H R, WANG C H, DENG Q L, et al. Review on chaotic dynamics of memristive neuron and neural network[J]. Nonlinear Dynamics, 2021, 106(1):959-973.
VESPA S, HEYSE J, STUMPP L, et al. Vagus nerve stimulation elicits sleep EEG desynchronization and network changes in responder patients in epilepsy[J]. Neurotherapeutics, 2021, 18(4):2623-2638.
ASHER E E, PLOTNIK M, G¨UNTHER M, et al. Connectivity of EEG synchronization networks increases for Parkinson’s disease patients with freezing of gait[J]. Communications Biology, 2021, 4(1):1-10.
HODGKIN A L, HUXLEY A F. A quantitative description of membrane current and its application to conduction and excitation in nerve[J]. The Journal of Physiology, 1952, 117(4):500-544.
FITZHUGH R. Impulses and physiological states in theoretical models of nerve membrane[J]. Biophysical Journal, 1961, 1(6):445-466.
HINDMARSH J L, ROSE R M. A model of neuronal bursting using three coupled first order differential equations[J]. Proceedings of the Royal Society B:Biological Sciences, 1984, 221(1222):87-102.
DONG J, ZHANG G J, XIE Y, et al. Dynamic behavior analysis of fractional-order Hindmarsh-Rose neuronal model[J]. Cognitive Neurodynamics, 2014, 8(2):167-175.
MENG F, ZENG X, WANG Z, et al. Adaptive synchronization of fractional-order coupled neurons under electromagnetic radiation[J]. International Journal of Bifurcation and Chaos, 2020, 30(3):2050044.
马杰,高洁,独盟盟,等.磁通e-HR神经元模型的放电行为及同步控制[J].工程数学学报, 2022, 39(1):159-170.
王红梅,安新磊,乔帅,等. e-HR神经元模型分岔分析与同步控制[J].山东大学学报(理学版), 2020, 55(9):10-18.
FAN Y, MEI J, LIU H, et al. Fast synchronization of complex networks via aperiodically intermittent sliding mode control[J].Neural Processing Letters, 2020, 51(2):1331-1352.
VAIDYANATHAN S. Global chaos control of the FitzHugh-Nagumo chaotic neuron model via integral sliding mode control[J].International Journal of PharmTech Research, 2016, 9(4):413-425.
SEMENOV D M, FRADKOV A L. Adaptive synchronization in the complex heterogeneous networks of Hindmarsh-Rose neurons[J]. Chaos, Solitons and Fractals, 2021, 150:111170.
CIMEN Z, KORKMAZ N, ALTUNCU Y, et al. Evaluating the effectiveness of several synchronization control methods applying to the electrically and the chemically coupled Hindmarsh-Rose neurons[J]. Biosystems, 2020, 198:104284.
LIU D, ZHAO S, LUO X Y, et al. Synchronization for fractional-order extended Hindmarsh-Rose neuronal models with magnetoacoustical stimulation input[J]. Chaos, Solitons and Fractals, 2021, 144:110635.
TENE A G, TCHOFFO M, TABI B C, et al. Generalized synchronization of regulate seizures dynamics in partial epilepsy with fractional-order derivatives[J]. Chaos, Solitons and Fractals, 2020, 132:109553.
夏冬冬,岳晓奎.基于浸入与不变理论的航天器姿态跟踪自适应控制[J].航空学报, 2020, 41(2):312-323.
夏琳琳,丛靖宇,马文杰,等.基于浸入与不变原理的四旋翼姿态系统反步滑模控制[J].中国惯性技术学报, 2017, 25(5):695-700.
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