Robust stabilization control of bifurcations in Hodgkin-Huxley model with aid of unscented Kalman filter

被引:7
作者
Che, Yanqiu [1 ]
Liu, Bei [1 ]
Li, Huiyan [1 ]
Li, Meili [2 ]
Wang, Jiang [3 ]
Wei, Xile [3 ]
机构
[1] Tianjin Univ Technol & Educ, Sch Automat & Elect Engn, Tianjin Key Lab Informat Sensing & Intelligent Co, Tianjin 300222, Peoples R China
[2] Tianjin Univ Technol & Educ, Sch Informat Technol & Engn, Tianjin 300222, Peoples R China
[3] Tianjin Univ, Sch Elect Engn & Automat, Tianjin 300072, Peoples R China
基金
中国国家自然科学基金;
关键词
Stabilization control; Hodgkin-Huxley model; Hopf bifurcation; Unscented Kalman filter; HOPF BIFURCATIONS; EQUATIONS; SYSTEM;
D O I
10.1016/j.chaos.2017.04.045
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
A stabilization control method combined with the unscented Kalman filter (UKF) is proposed to control bifurcations in Hodgkin-Huxley neuronal system which are highly related to the occurrence of many dynamical diseases. In neuronal system, usually only the membrane potential can be measured with noise, thus the existing bifurcation controllers, which require exact information of all system states, are impractical. In our method, the system states used to construct the bifurcation controller are estimated by the UKF from partial noisy measurements. The stability of the controlled closed loop system is guaranteed by Lyapunov stability theory. Simulation results demonstrate the effectiveness of the proposed method. The designed controller may have potential applications in the therapy of dynamical diseases. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:92 / 99
页数:8
相关论文
共 36 条
[1]   Using data-driven discrete-time models and the unscented Kalman filter to estimate unobserved variables of nonlinear systems -: art. no. 026226 [J].
Aguirre, LA ;
Teixeira, BOS ;
Tôrres, LAB .
PHYSICAL REVIEW E, 2005, 72 (02)
[2]   Schizophrenia as a dynamical disease [J].
an der Heiden, U .
PHARMACOPSYCHIATRY, 2006, 39 :S36-S42
[3]  
[Anonymous], 1988, From Clocks to Chaos. The Rhythms of Life
[4]   Synchronization of a network of chaotic neurons using adaptive control in noisy environments [J].
Cazelles, B .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1998, 8 (09) :1821-1830
[5]   Bifurcations in the Hodgkin-Huxley model exposed to DC electric fields [J].
Che, Yanqiu ;
Wang, Jiang ;
Deng, Bin ;
Wei, Xile ;
Han, Chunxiao .
NEUROCOMPUTING, 2012, 81 :41-48
[6]   Bifurcation control: Theories, methods, and applications [J].
Chen, GR ;
Moiola, JL ;
Wang, HO .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2000, 10 (03) :511-548
[7]   Controlling and anti-controlling Hopf bifurcations in discrete maps using polynomial functions [J].
Chen, Z ;
Yu, P .
CHAOS SOLITONS & FRACTALS, 2005, 26 (04) :1231-1248
[8]  
CRONIN J, 1987, MATH ASPECTS H HUXLE
[9]   A combined method to estimate parameters of neuron from a heavily noise-corrupted time series of active potential [J].
Deng, Bin ;
Wang, Jiang ;
Che, Yenqiu .
CHAOS, 2009, 19 (01)
[10]   Stabilizing control of Hopf bifurcation in the Hodgkin-Huxley model via washout filter with linear control term [J].
Ding, L. ;
Hou, C. .
NONLINEAR DYNAMICS, 2010, 60 (1-2) :131-139