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Issue:
Stability analysis of Lagrange neural networks
Author(s):
HUANG Yuan-can
Pages:
545
-
548,552
Year:
2005
Issue:
5
Journal:
CONTROL AND DECISION
Keyword:
非线性规划
;
Lagrange神经网络
;
不等式约束
;
稳定性
;
LaSalle不变集原理
;
Abstract:
若重新定义与不等式约束相关的乘子为正定函数,则在构造Lagrange神经网络时,可直接使用处理等式约束的方法处理不等式约束,不需再用松驰变量将不等式约束转换为等式约束,减小了网络实现的复杂程度.利用Liapunov一阶近似原理,严格分析了这类Lagrange神经网络的局部稳定性;并采用LaSalle不变集原理,讨论其大范围稳定性.
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