期刊文献+

基于模糊系统和遗传算法的加热炉动态模型(英文) 被引量:6

Dynamic model of reheating furnace based on fuzzy system and genetic algorithm
下载PDF
导出
摘要 介绍了一种由采样数据确定模糊模型结构的方法 .方法中变量上的隶属函数个数不断增加并通过性能评价来确定是否保留这些操作 ,该过程重复直至变量上的隶属函数个数确定下来 .该方法被用于加热炉的建模并由遗传算法来调节其中的参数 .仿真结果证明了这种方法的有效性 . A simple method is introduced to determine the structure of the fuzzy model. In this process, the membership function on each variable is increased separately in each iteration and performance is evaluated to decide whether to continue this operation. This procedure continues till the numbers of membership functions on all the variables are fixed. The method is used to a reheating furnace and parameters thereof are tuned by adaptive genetic algorithm. Simulations show the effectiveness of the constructed system.
出处 《控制理论与应用》 EI CAS CSCD 北大核心 2003年第2期293-296,共4页 Control Theory & Applications
基金 supportedbytheNationalNaturalScienceFoundationofChina ( 60 0 0 40 0 1) theNational 863project ( 2 0 0 2AA412 13 0 )
关键词 加热炉 动态模型 模糊系统 遗传算法 隶属函数 仿真 fuzzy system genetic algorithm structure identification reheating furnace model
  • 相关文献

参考文献8

  • 1[1]WANG Li-xin. Adaptive Fuzzy Systems and Control: Design and Stability Analysis [M]. Englewood Cliffs, NJ:Prentice Hall,1994.
  • 2[2]WANG Li-xin, MENDEL J M. Generating fuzzy rules by learning from examples [J]. IEEE Trans on Systems, Man, and Cybernetics,1992,22(6):1414-1427.
  • 3[3]NIE J. Constructing fuzzy model by self-organizing counter propagation network [J]. IEEE Trans on Systems, Man, and Cybernetics,1995,25(6):963-970.
  • 4[4]ABE S, LAN M S. A classifier using fuzzy rules extracted directly form numerical data [A]. Proc IEEE Conf on Fuzzy System [C]. San Francisco:[S.n.],1993:1991-1998.
  • 5[5]WANG Li-xin. Fuzzy systems are universal approximators [A]. Proc IEEE Int Conf on Fuzzy Systems [C]. San Diego: [s.n.],1992:1163-1170.
  • 6[6]GEN M, CHENG Runwei. Genetic Algorithm and Engineering Design[M]. New York: Wiley,1997.
  • 7[7]CAO S G, REES N W, FENG G. Analysis and design for a class of complex control system Part I: Fuzzy modelling and identification [J]. Automatica,1997,33(6):1017-1028.
  • 8[8]SRINIVAS M, PATNAIK L M. Adaptive probabilities of crossover and mutation in GA [J]. IEEE Trans on Systems, Man, and Cybernetics,1994,24(4):656-667.

同被引文献46

引证文献6

二级引证文献26

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