NEURAL NETWORKS AND THEIR APPLICATIONS IN COMPONENT DESIGN-DATA RETRIEVAL

被引:26
作者
KAMARTHI, S
KUMARA, ST
YU, FS
HAM, I
机构
[1] PENN STATE UNIV, DEPT IND & MANAGEMENT SYST ENGN, UNIVERSITY PK, PA 16802 USA
[2] PENN STATE UNIV, DEPT ELECT ENGN, UNIVERSITY PK, PA 16802 USA
关键词
DESIGN; ARTIFICIAL NEURAL NETWORKS; BACK PROPAGATION;
D O I
10.1007/BF01472509
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Neutral networks have gained increased importance in the past few years. One of the basic characteristics of neural networks is the property of associative memory. In this paper we study the possibility of using the ideas of neural networks and associative memory in the manufacturing domain, with specific reference to design data retrieval in group technology. A two-layer feed-forward perceptron with backpropagation is simulated on a Vax-8550 to train example parts. The complete scheme along with the simulation results are explained and future directions indicated.
引用
收藏
页码:125 / 140
页数:16
相关论文
共 50 条
[1]   INFORMATION CAPACITY OF THE HOPFIELD MODEL [J].
ABUMOSTAFA, YS ;
ST JACQUES, JM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1985, 31 (04) :461-464
[2]   STORING INFINITE NUMBERS OF PATTERNS IN A SPIN-GLASS MODEL OF NEURAL NETWORKS [J].
AMIT, DJ ;
GUTFREUND, H ;
SOMPOLINSKY, H .
PHYSICAL REVIEW LETTERS, 1985, 55 (14) :1530-1533
[3]  
[Anonymous], PATTERN RECOGNITION
[4]  
[Anonymous], 1988, DARPA NEURAL NETWORK
[5]  
BATRA JL, 1975, 18TH P INT MACH TOOL, P801
[6]   INTERNAL REPRESENTATIONS FOR ASSOCIATIVE MEMORY [J].
BAUM, EB ;
MOODY, J ;
WILCZEK, F .
BIOLOGICAL CYBERNETICS, 1988, 59 (4-5) :217-228
[7]  
BRANKAMP K, 1970, P INT SEMINAR GROUP, P127
[8]  
CARPENTER G, 1986, AAAS S SERIES
[9]   A MASSIVELY PARALLEL ARCHITECTURE FOR A SELF-ORGANIZING NEURAL PATTERN-RECOGNITION MACHINE [J].
CARPENTER, GA ;
GROSSBERG, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 37 (01) :54-115
[10]   ART-2 - SELF-ORGANIZATION OF STABLE CATEGORY RECOGNITION CODES FOR ANALOG INPUT PATTERNS [J].
CARPENTER, GA ;
GROSSBERG, S .
APPLIED OPTICS, 1987, 26 (23) :4919-4930