OBJECT-ORIENTED BACKPROPAGATION AND ITS APPLICATION TO STRUCTURAL DESIGN

被引:67
作者
HUNG, SL [1 ]
ADELI, H [1 ]
机构
[1] OHIO STATE UNIV,DEPT CIVIL ENGN,COLUMBUS,OH 43210
关键词
BACKPROPAGATION; OBJECT-ORIENTED PROGRAMMING; STRUCTURAL DESIGN;
D O I
10.1016/0925-2312(94)90033-7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A multilayer neural network development environment, called ANNDE, is presented for implementing effective learning algorithms for the domain of engineering design using the object-oriented programming paradigm. It consists of five primary components: learning domain, neural nets, library of learning strategies, learning process, and analysis process. These components have been implemented as five classes in two object-oriented programming languages C++ and G++. The library of learning strategies includes generalized delta rule with error backpropagation. Several examples are presented for learning in the domain of structural engineering.
引用
收藏
页码:45 / 55
页数:11
相关论文
共 17 条
[1]  
Ade li H, 1988, EXPERT SYSTEMS CONST
[2]  
Adeli H., 1989, Microcomputers in Civil Engineering, V4, P247
[3]  
Adeli H., 1990, Microcomputers in Civil Engineering, V5, P95
[4]  
Adeli H., 1990, Engineering Applications of Artificial Intelligence, V3, P127, DOI 10.1016/0952-1976(90)90006-8
[5]  
ADELI H, 1990, JUL P INT NEUR NETW, V1, P412
[6]  
CARPENTER GA, 1988, IEEE COMPUT, V21, P77, DOI DOI 10.1109/2.33
[7]  
Fahlman S.E., 1990, ADV NEURAL INFORM PR, V2
[8]  
Hung S. L., 1991, Neurocomputing, V3, P3, DOI 10.1016/0925-2312(91)90016-5
[9]  
HUNG SL, 1991, MECHANICS COMPUTING, V1, P93
[10]  
KODRATOFF Y, 1990, KNOWLEDGE ENG, V1, P226