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Volume 23 Issue 11
Nov.  2001
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Song Rongfang, Bi Guangguo. A NEURAL NETWORK MODEL FOR THE OPTIMIZATIN OF ARBITRARY CONVEX FUNCTIONS WITH LINEAR CONSTRAINTS[J]. Journal of Electronics & Information Technology, 2001, 23(11): 1140-1147.
Citation: Song Rongfang, Bi Guangguo. A NEURAL NETWORK MODEL FOR THE OPTIMIZATIN OF ARBITRARY CONVEX FUNCTIONS WITH LINEAR CONSTRAINTS[J]. Journal of Electronics & Information Technology, 2001, 23(11): 1140-1147.

A NEURAL NETWORK MODEL FOR THE OPTIMIZATIN OF ARBITRARY CONVEX FUNCTIONS WITH LINEAR CONSTRAINTS

  • Received Date: 1999-10-08
  • Rev Recd Date: 2000-02-14
  • Publish Date: 2001-11-19
  • This article presents a neural network model for the optimization of arbitrary convex functions with linear constraints. The equilibrium point of the energy function constructed is the optima] solution of the original problem. The problems, which would arise in conventional neural network optimization methods, are overcome. The neural model is globally stable and can converge to the optimal point. The computer simulation results verify the effectiveness of the method.
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  • S. Haykin, Adaptive Filter Theory, 3rd ed. NJ: Prentice-Hall, 1996, Chapter 5.[2]J.B. Schodorf, D. B. Williams, A constrained optimization approach to multiuser detection, IEEE Trans. on SP, 1997, SP-45(1), 258-262.[3]宋荣方,毕光国,CDMA系统中时空综合干扰抑制的约束优化模型及其神经网络实现,电子学报,2001,29(4),475-478[4]阚超,基于神经网络的电信网DNHR算法及实现DNHR的有关协议,[硕士论文],南京,南京邮电学院,1991.[5]D.D. Tank, J. J. Hopfield, Simple neural optimization networks: An A/D converter, signaldecision and a linear programming, IEEE Trans. on CAS, 1986, 33(5), 533-541.[6]M.P. Kenney, L. O. Chua, Neural network for nonlinear programming, IEEE Trans. on CAS,1988, 35(5), 554-562.[7]A. Rodrguez, et al., Nonlinear switched-capacitor neural network for optimization problems, IEEETrans. on CAS, 1990, 37(3), 384-397.[8]陈开明,非线性规划,上海,复旦大学出版社,199l,第2章.[9]宋荣方,毕光国,线性约束凸规划神经网络新模型,信号处理,2001,17(2),104-109.
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