Case-based evolutionary design

The paper provides a solution to the current problem of adaptation in case-based design. The aim of this project is to develop a case-based model of design, using an evolutionary approach, for the adaptation of previously stored design solutions. It is argued that such a knowledge-lean methodology is more general in its applicability than conventional case-based design. A prototypical example in the context of 2-D spatial design of houses is used to test the efficacy and efficiency of this approach.

[1]  Hans-Paul Schwefel,et al.  Evolution and Optimum Seeking: The Sixth Generation , 1993 .

[2]  John R. Koza,et al.  Automated Design of Both the Topology and Sizing of Analog Electrical Circuits Using Genetic Programming , 1996 .

[3]  W. Calvin The brain as a Darwin Machine , 1987, Nature.

[4]  Zbigniew Michalewicz,et al.  Evolutionary Algorithms in Engineering Applications , 1997, Springer Berlin Heidelberg.

[5]  M. Rosenman,et al.  An Edge Vector Representation for the Construction of Two-Dimensional Shapes , 1995 .

[6]  C SchankRoger,et al.  Dynamic Memory: A Theory of Reminding and Learning in Computers and People , 1983 .

[7]  John H. Holland,et al.  Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence , 1992 .

[8]  M A Rosenman A Face Vector Representation for the Construction of Polyhedra , 1999 .

[9]  Peter J. Bentley,et al.  Generic Evolutionary Design , 1998 .

[10]  I. C. Parmee,et al.  Strategies for the Integration of Evolutionary/Adaptive Search with the Engineering Design Process , 1997 .

[11]  Ian C. Parmee,et al.  An Evolutionary, Agent-Assisted Strategy for Conceptual Design Space Decomposition , 1997, Evolutionary Computing, AISB Workshop.

[12]  Peter J. Bentley,et al.  Evolutionary Design by Computers with CDrom , 1999 .

[13]  Rivka Oxman,et al.  What's in a case: the use of case bases, knowledge bases and databases in design , 1991 .

[14]  Ulrich Flemming,et al.  Case-based design in the SEED system , 1994 .

[15]  Sushil J. Louis,et al.  Designer Genetic Algorithms: Genetic Algorithms in Structure Design , 1991, ICGA.

[16]  J. Gero,et al.  Evolving designs by generating useful complex gene structures , 1999 .

[17]  Herbert A. Simon,et al.  The Sciences of the Artificial , 1970 .

[18]  M. Rosenman The Generation of Form Using an Evolutionary Approach , 1997 .

[19]  Sushil J. Louis,et al.  Robustness of Case-Initialized Genetic Algorithms , 1999, FLAIRS Conference.

[20]  Zbigniew Michalewicz,et al.  Evolutionary algorithms for constrained engineering problems , 1996, Computers & Industrial Engineering.

[21]  David E. Goldberg,et al.  Genetic Algorithms in Search Optimization and Machine Learning , 1988 .

[22]  John R. Koza,et al.  Genetic programming - on the programming of computers by means of natural selection , 1993, Complex adaptive systems.

[23]  M. A. Rosenman,et al.  A Growth Model for Form Generation Using a Hierarchical Evolutionary Approach , 1996 .

[24]  John R. Koza,et al.  Genetic programming 2 - automatic discovery of reusable programs , 1994, Complex Adaptive Systems.

[25]  T. Schnier,et al.  Genetic Engineering and Design Problems , 1997 .

[26]  Michael A. Rosenman,et al.  An exploration into evolutionary models for non-routine design , 1997, Artif. Intell. Eng..

[27]  Sushil J. Louis,et al.  Working from blueprints: evolutionary learning for design , 1997, Artif. Intell. Eng..