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Youmei LI,Feilong CAO.[en_title][J].Control Theory and Technology,2006,4(3):286~290.[Copy]
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YoumeiLI,FeilongCAO
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Received:January 25, 2005Revised:April 14, 2005
基金项目:
Projection type neural network and its convergence analysis
Youmei LI, Feilong CAO
(Department of Computer Science, Shaoxing College of Arts and Sciences, Shaoxing Zhejiang 312000, China; China Jiliang University, Hangzhou Zhejiang 310018, China)
Abstract:
Projection type neural network for optimization problems has advantages over other networks for fewer parameters , low searching space dimension and simple structure. In this paper, by properly constructing a Lyapunov energy function, we have proven the global convergence of this network when being used to optimize a continuously differentiable convex function defined on a closed convex set. The result settles the extensive applicability of the network. Several numerical examples are given to verify the efficiency of the network.
Key words:  Neural network  Convex programming  Global convergence  Equilibrium points