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Parameter Estimation and Topology Identification of Uncertain General Fractional-order Complex Dynamical Networks with Time Delay
被引量:
4
1
作者
Xiaojuan Chen
Jun Zhang
tiedong ma
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
2016年第3期295-303,共9页
Complex networks have attracted much attention from various fields of sciences and engineering in recent years. However, many complex networks have various uncertain information, such as unknown or uncertain system pa...
Complex networks have attracted much attention from various fields of sciences and engineering in recent years. However, many complex networks have various uncertain information, such as unknown or uncertain system parameters and topological structure, which greatly affects the system dynamics. Thus, the parameter estimation and structure identification problem has theoretical and practical importance for uncertain complex dynamical networks. This paper investigates identification of unknown system parameters and network topologies in uncertain fractional-order complex network with time delays (including coupling delay and node delay). Based on the stability theorem of fractional-order differential system and the adaptive control technique, a novel and general method is proposed to address this challenge. Finally two representative examples are given to verify the effectiveness of the proposed approach. © 2014 Chinese Association of Automation.
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关键词
Adaptive
control
systems
Complex
networks
Structure
(composition)
Time
delay
TOPOLOGY
Uncertainty
analysis
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题名
Parameter Estimation and Topology Identification of Uncertain General Fractional-order Complex Dynamical Networks with Time Delay
被引量:
4
1
作者
Xiaojuan Chen
Jun Zhang
tiedong ma
机构
Department of Automobile Engineering
College of Automation
出处
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
2016年第3期295-303,共9页
基金
supported by the Basic and Frontier Research Project of Chongqing(cstc2013jcyj A70006,cstc2015jcyj A40038)
文摘
Complex networks have attracted much attention from various fields of sciences and engineering in recent years. However, many complex networks have various uncertain information, such as unknown or uncertain system parameters and topological structure, which greatly affects the system dynamics. Thus, the parameter estimation and structure identification problem has theoretical and practical importance for uncertain complex dynamical networks. This paper investigates identification of unknown system parameters and network topologies in uncertain fractional-order complex network with time delays (including coupling delay and node delay). Based on the stability theorem of fractional-order differential system and the adaptive control technique, a novel and general method is proposed to address this challenge. Finally two representative examples are given to verify the effectiveness of the proposed approach. © 2014 Chinese Association of Automation.
关键词
Adaptive
control
systems
Complex
networks
Structure
(composition)
Time
delay
TOPOLOGY
Uncertainty
analysis
Keywords
Complex networks
fractional-order
parameterestimation
structure identification
time delay
分类号
O157.5 [理学—基础数学]
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Parameter Estimation and Topology Identification of Uncertain General Fractional-order Complex Dynamical Networks with Time Delay
Xiaojuan Chen
Jun Zhang
tiedong ma
《IEEE/CAA Journal of Automatica Sinica》
SCIE
EI
2016
4
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