TY - JOUR
T1 - Application of Adaptive Resonance Networks for Conceptual Design
AU - Kumara, Soundar R.T.
AU - Kamarthi, Sagar V.
N1 - Copyright:
Copyright 2014 Elsevier B.V., All rights reserved.
PY - 1992
Y1 - 1992
N2 - Abstract: Conceptual design 15 the most important and creative phase of the design process which demands the knowledge, intuition, and imagination of a designer. The Success of the designer in this phase of design depends upon his ability to recall a family of previous design problems which are similar to a current problem and apply the previously discovered solutions. In this paper the application of Adaptive Resonance Theory networks for the creation of families of design problems. characterized by their functional requirements, is examined. A comparison of this method is made with k-mean clustering algorithm. It is found that the Adaptive Resonance Theory networks provide the means for the dynamic creation of families of design problems which cannot be obtained by using conventional clustering algorithms.
AB - Abstract: Conceptual design 15 the most important and creative phase of the design process which demands the knowledge, intuition, and imagination of a designer. The Success of the designer in this phase of design depends upon his ability to recall a family of previous design problems which are similar to a current problem and apply the previously discovered solutions. In this paper the application of Adaptive Resonance Theory networks for the creation of families of design problems. characterized by their functional requirements, is examined. A comparison of this method is made with k-mean clustering algorithm. It is found that the Adaptive Resonance Theory networks provide the means for the dynamic creation of families of design problems which cannot be obtained by using conventional clustering algorithms.
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U2 - 10.1016/S0007-8506(07)61188-3
DO - 10.1016/S0007-8506(07)61188-3
M3 - Article
AN - SCOPUS:0027094753
SN - 0007-8506
VL - 41
SP - 213
EP - 216
JO - CIRP Annals - Manufacturing Technology
JF - CIRP Annals - Manufacturing Technology
IS - 1
ER -