A fuzzy set based solution method for multiobjective optimal design problem of mechanical and structural systems using functional-link net

被引:10
作者
Huang, Hong-Zhong [1 ]
Wang, Ping
Zuo, Ming J.
Wu, Weidong
Liu, Chunsheng
机构
[1] Univ Elect Sci & Technol China, Sch Mechatron Engn, Chengdu 610054, Peoples R China
[2] Heilongjiang Inst Sci & Technol, Sch Mech Engn, Harbin 150027, Peoples R China
[3] Chongqing Univ Posts & Telecommun, Sch Automat, Chongqing 400065, Peoples R China
[4] Univ Alberta, Dept Mech Engn, Edmonton, AB T6G 2G8, Canada
关键词
multiobjective optimization; fuzzy sets; membership function; functional-link net; neural network;
D O I
10.1007/s00521-006-0025-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The principle of solving multiobjective optimization problems with fuzzy sets theory is studied. Membership function is the key to introduce the fuzzy sets theory to multiobjective optimization. However, it is difficult to determine membership functions in engineering applications. On the basis of rapid quadratic optimization in the learning of weights, simplification in hardware as well as in computational procedures of functional-link net, discrete membership functions are used as sample training data. When the network converges, the continuous membership functions implemented with the network. Membership functions based on functional-link net have been used in multiobjective optimization. An example is given to illustrate the method.
引用
收藏
页码:239 / 244
页数:6
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