期刊文献+

蚁群算法在系统辨识中的应用 被引量:40

Ant System Algorithm Based System Identification
下载PDF
导出
摘要 将传统用于离散空间问题求解的蚁群算法引入连续空间内的系统参数辨识问题求解 ,定义了各智能单蚁的信息量分布函数和相应的系统辨识求解算法 ,并在线性系统参数辨识的实例仿真中得到了很好的结果 ,显示了蚁群算法在连续空间优化问题中的应用前景 .最后 ,对蚁群算法在连续空间优化领域中的适用特征作了总结 ,并指出了今后进一步工作的方向 . The ant system (AS) algorithm which is often applied to discrete space problem solving is introduced into system parameter identification problem solving in the continuous space. Corresponding identification algorithm is described and trail distribution function of each intelligent ant is defined. Good simulation results are derived in the example of linear system parameter identification, thus the potential of AS algorithm's application to the optimization problems in continuous space is proved. At the end of this paper, the applicability characters of AS application in continuous space optimization problems are summarized, and direction of further study is given.
作者 汪镭 吴启迪
出处 《自动化学报》 EI CSCD 北大核心 2003年第1期102-109,共8页 Acta Automatica Sinica
基金 国家自然科学基金 (79970 0 30 6 0 10 40 0 4 70 2 710 35 ) 国家高性能计算基金 (995 2 0 )资助~~
关键词 蚁群算法 系统辨识 连续空间寻优 启发式搜索算法 Algorithms Linear systems Optimization Simulation
  • 相关文献

参考文献7

  • 1Dorigo M, Gambardella L M. Ant colony system: a cooperative learning approach to the travelling salesman problem. IEEE Transactions on Evolutionary Computation, 1997, 1(1):53~66
  • 2Dorigo M, Maniezzo V, Colorni A. Ant system: optimization by a colony of cooperating agents. IEEE Transactions on SMC, Part B, 1996, 26(1):29~41
  • 3Gambardella L M, Taillard E D, Dorigo M. Ant colonies for the quadratic assignment problem. Journal of the Operational Research Society, 1999, 50(2):167~176
  • 4Leguizamon G, Michalewicz Z. A new version of ant system for subset problems. In: Proceedings of the 1999 Congress on Evolutionary Computation, 1999,2:1459~1464
  • 5Maniezzo V, Dorigo M, Colorni A. Algodesk: an experimental comparison of eight evolutionary heuristics applied to the quadratic assignment problem. European Journal of Operational Research, 1995,81(1):188~204
  • 6Maniezzo V. Exact and approximate nondeterministic tree-search procedures for the quadratic assignment problem. Informs Journal on Computing, 1999, 11(4): 358~369
  • 7Maniezzo V, Colorni A. Ant system applied to the quadratic assignment problem. IEEE Transactions on Knowledge and Data Engineering, 1999, 11(5):769~778

同被引文献340

引证文献40

二级引证文献195

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