期刊文献+

混沌神经网络模型及其应用研究综述 被引量:12

Progress of Chaotic Neural Networks and Their Applications
在线阅读 下载PDF
导出
摘要 回顾了近年来混沌神经网络模型及其应用的研究进展.首先依据混沌产生的机理,将现有的多种类型混沌神经网络模型归结为4类典型的网络模型,并结合各种网络模型的数学描述来分析各自的机理和特性;然后从复杂问题优化、联想记忆和图像处理、网络与通信、模式识别、电力系统负荷建模和预测5个方面,介绍了混沌神经网络的应用现状;最后评述了混沌神经网络今后的研究方向和研究内容. The research progress and applications of chaotic neural networks (CNN) models in recent years are reviewed. At first, CNN models are classified into four typical types in according with the mechanism of chaos, and these four types of CNN are analyzed with mathematic expression respectively. Secondly, recent applications of CNN are introduced in many aspects, such as complicated optimization problem, associative memory and image processing, computer networks and communication, pattern recognition, power system load modeling and forecasting etc. Finally, some remarks on the further research and directions of CNN are presented.
出处 《控制与决策》 EI CSCD 北大核心 2006年第2期121-128,共8页 Control and Decision
基金 国家自然科学基金项目(60075008 60375001) 国家863计划项目(9845002)
关键词 混沌系统 混沌神经网络 混沌振荡予 优化问题 混沌智能信息处理 Chaotic system Chaotic neural networks Chaotic oscillator Optimization problem Chaotic intelligent information processing
  • 相关文献

参考文献44

  • 1王耀南.智能控制系统[M].长沙:湖南大学出版社,1996..
  • 2Kuerten K E,Clark J W.Chaos in Neural Systems[J].Physics Letters,1986,114:413-418.
  • 3Yao Y,Freeman W J.Model of Biological Pattern Recognition with Spatially Chaotic Dynamics[J].Neural Networks,1990,3(2):153-170.
  • 4Ichiro Tsuda.Dynamic Link of Memory:Chaotic Memory Map in Nonequilibrium Neural Networks[J].Neural Networks,1992,5(2):313-326.
  • 5Nara S,Davis P,Totsuji H.Memory Search Using Complex Dynamics in a Recurrent Neural Model[J].Neural Networks,1992,6 (7):963-973.
  • 6Aihara K,Takabe T,Toyoda M.Chaotic Neural Networks[J].Physice Letters-A,1990,144 (6-7):333-340.
  • 7Hsu C C,Gobovic D,Zaghloul M E,et al.Chaotic Neuron Models and Their VLSI Circuit Implementation[J].Neural Networks,1996,7(6):1339-1350.
  • 8Kushibe M,Liu Y,Ohtsubo J.Associative Memory with Spatiotemporal Chaos Control[J].Physical Review-E,1996,53(5):4502-4508.
  • 9Kwok T,Smith K A.A Unified Framework for Chaotic Neural Network Approaches to Combinatorial Optimization[J].IEEE Trans on Neural Networks,1999,10 (4):978-981.
  • 10Inoue M,Nagayoshi A.A Chaos Neuro-computer[J].Physics Letters-A,1991,158(8):373-376.

二级参考文献109

  • 1张承福,赵刚.联想记忆神经网络的若干问题[J].自动化学报,1994,20(5):513-521. 被引量:20
  • 2曾昭君,焦李成,史维祥.故障诊断神经网络的发展与前景[J].电子机械工程,1990(6):1-7. 被引量:3
  • 3陈士华 陆君安.混沌动力学初步[M].武汉:武汉水利电力大学出版社,1997..
  • 4余群明 王耀南.1-D映射的稳定周期环在图像信息处理中的应用:博士学位论文[M].长沙:湖南大学,2000..
  • 5陈永红.神经网络非线性动力学分析及其在机械故障诊断中的应用:博士论文[M].西安:西安交通大学,1994..
  • 6吴蒙.基于高阶Hopfield联想记忆模型的机器状态识别.第四届全国信号处理论文集[M].成都,1992.820-822.
  • 7顾玉巧.人工神经网络中的非线性动力学及其应用[M].天津:南开大学,1999..
  • 8TOKUDA I, NAGASHIMA T, AIHARA K. Global bifurcation structure of chaotic neural networks and its application to traveling salesman problem [J].Neural Networks, 1997, 10(9): 1673-1690.
  • 9CHEN L, AIHARA K. Simulated annealing by a neural network model with transient chaos[J]. Neural Networks, 1995, 8 (6): 915-930.
  • 10SOLO R V, PRIDA L de La. Controlling chaos in discrete neural network [J]. Phys Lett A, 1995, 199(1): 65-69.

共引文献221

同被引文献124

引证文献12

二级引证文献42

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部