Application of transiently chaotic network in nonlinear constraint optimization problems

被引：0
|
作者：
Kang Bo [1 ]
Li Xin-yu [1 ]
Li Yun-xia [1 ]
机构：
[1] Univ Elect Sci & Technol China, Sch Automat Engn, Chengdu 610054, Peoples R China
来源：
Proceedings of 2005 Chinese Control and Decision Conference, Vols 1 and 2 | 2005年
关键词：
chaos; neural network; nonlinear constraint optimization; Lagrange multiplier;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
To deal with the deficiencies of the neural network model based on Hopfield neural network (HNN) for nonlinear constraint optimization problems that is easily trapped in local minimum, a novel optimization network model based on transiently chaotic network (TCNN) is proposed in this paper. This network model that combined with Lagrange multiplier theory has higher ability of searching for globally optimal solutions to the nonlinear constraint optimization problems. Its asymptotic stability is proved and its equilibrium point is the optimal point of the original problem. The simulation results illustrate the effectiveness of this optimal network algorithm.
引用
收藏
页码：1181 / 1184
页数：4
相关论文
共 50 条
  • [41] A Chaotic Annealing Neural Network with Gain Sharpening and Its Application to 0-1 Constrained Optimization Problems
    ZHANG Ling hua
    TheJournalofChinaUniversitiesofPostsandTelecommunications, 2000, (03) : 17 - 19
  • [42] DISTRIBUTED NONLINEAR OPTIMIZATION ALGORITHMS FOR GENERAL NETWORK PROBLEMS
    SUBRAMANIAN, DK
    LECTURE NOTES IN CONTROL AND INFORMATION SCIENCES, 1988, 113 : 165 - 176
  • [43] A new neural network for nonlinear constrained optimization problems
    Meng, ZQ
    Dang, CY
    Zhou, GG
    Zhu, YH
    Jiang, M
    ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1, 2004, 3173 : 406 - 412
  • [44] Neural network solution for general nonlinear optimization problems
    Zheng, YL
    Ma, LH
    Qian, JX
    2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, : 1713 - 1716
  • [45] INVERSE OPTIMIZATION PROBLEMS FOR NONLINEAR MODELS ON GENERALIZED NETWORK
    Pilipchuk, L. A.
    APPLICATIONS OF MATHEMATICS IN ENGINEERING AND ECONOMICS (AMEE'16), 2016, 1789
  • [46] A transiently chaotic neural-network implementation of the CDMA multiuser detector
    Wang, BY
    Nie, JN
    He, ZY
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (05): : 1257 - 1259
  • [47] Improved simulated annealing mechanics in transiently chaotic neural network.
    Kang, B
    Li, XY
    Lu, BC
    2004 INTERNATIONAL CONFERENCE ON COMMUNICATION, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS - VOL 2: SIGNAL PROCESSING, CIRCUITS AND SYSTEMS, 2004, : 1057 - 1060
  • [48] To implement the CDMA multiuser detector by using transiently chaotic neural network
    Wang, BY
    He, ZY
    Nie, JN
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1997, 33 (03) : 1068 - 1071
  • [49] Prediction of contact maps using modified transiently chaotic neural network
    Liu, Guixia
    Zhu, Yuanxian
    Zhou, Wengang
    Zhou, Chunguang
    Wang, Rongxing
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 696 - 701
  • [50] Optimization using chaotic neural network and its application to lighting design
    Nanba, R
    Hasegawa, M
    Nishita, T
    Aihara, K
    CONTROL AND CYBERNETICS, 2002, 31 (02): : 249 - 269
12345