Summary
Genetics-based methodologies for the design of physical artifacts offer great promise but are also fraught with several hazards. This chapter serves to illuminate some of these hazards in the hope that researchers can use this as a starting point for further work in this burgeoning field. Although the hazards are illustrated with a particular genetics-based methodology, these hazards are present in most, if not all, computational design methodologies, of which genetics-based methodologies are a particularly interesting subset. This chapter briefly outlines the generic process employed by genetics-based design methodologies and the particular methodology employed for illustration. The remainder of the chapter explores some of the hazards associated with these methodologies.
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References
M. Buckley. Multicriteria evaluation: measures, manipulation, and meaning. Environment and Planning B, 15 (1) : 55–64, 1988.
Jonathan Cagan and Alice M. Agogino. Innovative design of mechanical structures from first principles. AI EDAM, 1(3):169–189, 1987.
C. L. Dym. Representation and problem-solving: the foundations of engineering design. Environment and Planning B, 19(1):97–105, 1992.
H. Eschanauer, J. Koski, and A. Osyczka, editors. Multicriteria Design Optimization. Springer-Verlag, 1990.
Susan Finger and John R. Dixon. A review of research in mechanical engineering design. part I: Descriptive, prescriptive and computer-based models of design processes. Research in Engineering Design, 1:51–67, 1989.
Susan Finger and John R. Dixon. A review of research in mechanical engineering design. part II: Representations, analysis and design for the life cycle. Research in Engineering Design, 1:121–137, 1989.
S. Finger and J. R. Rinderle. A transformational approach to mechanical design using a bond graph grammar. In Design Theory and Methodology, 1989.
Carlos M. Fonseca and Peter J. Fleming. Genetic algorithms for multiobjective optimization: Formulation, discussion and generalization. In Proceedings of the Fifth International Conference on Genetic Algorithms, pages 416–423, 1993.
John Gero, ed. Microcomputers in Civil Engineering: Special Issue: Evolutionary Systems in Design, May 1996.
J. Gips and G. Stiny. Production Systems and Grammars. Environment and Planning B. 7:399–408. 1980.
Ralph L. Keeney and Howard Raiffa. Decisions with Multiple Objectives: Preferences and Value Tradeoffs. Cambridge University Press, New York, 1993.
Scott Mullins and James R. Rinderle. Grammatical approaches to engineering design, part 1: An introduction and commentary. Research in Engineering Design, 2:121–135, 1991.
G. Pahl and W. Beitz. Engineering Design. Springer-Verlag, Berlin, 1984.
Poli, Riccardo. Discovery of Symbolic, Neuro-Symbolic and Neural Networks with Parallel Distributed Genetic Programming. University of Birmingham, School of Computer Science, CSRP-96–12, August, 1996.
G. Reddy and J. Cagan. An improved shape annealing method for truss topology generation. Accepted in ASME Journal of Mechanical Design, 1994.
James R. Rinderle. Grammatical approaches to engineering design, part II: Melding configuration and parametric design using attribute grammars. Research in Engineering Design, 2:137–146, 1991.
Gerald P. Roston. A Genetic Methodology for Configuration Design. Ph.D. Thesis (also available as a technical report — CMU-RI-TR-94–42), Carnegie Mellon University, December 1994.
T.L. Saaty. Decision Making for Leaders. Lifetime Learning Publications, Belmont, CA, 1982.
George N. Sandor and Arthur G. Erdman. Advanced Mechanism Design: Analysis and Synthesis, Volume 2. Prentice-Hall, Inc., Englewood Cliffs, NJ, 1984.
L.C. Schmidt and J. Cagan. Recursive annealing: A computational model for machine design. Accepted in Research in Engineering Design, 1994.
Joseph E. Shigley and John J. Uicker. Theory of Machines and Mechanisms. McGraw Hill Book Company, 1980.
Simon, H. A. Models of man: Social and rational. New York: Wiley, 1957.
G. Stiny. Introduction to Shape and Shape Grammars. Environment and Planning B. 7:343–351, 1980.
R. H. Sturges, K. O’Shaughnessy and R. G. Reed. A systematic approach to conceptual design based on function logic. International Journal of Concurrent Engineering, 1(2):93–106, 1992.
D. G. Ullman, T. G. Dietterich, and L. A. Stauffer. A model of the mechanical design process based on empirical data. AI EDAM, 2(1):33–52, 1988.
H. Voogd. Multicriteria evaluation: measures, manipulation, and meaning — a reply. Environment and Planning B, 15 (1) :65–72, 1988.
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© 1997 Springer-Verlag Berlin Heidelberg
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Roston, G.P. (1997). Hazards in Genetic Design Methodologies. In: Dasgupta, D., Michalewicz, Z. (eds) Evolutionary Algorithms in Engineering Applications. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-03423-1_8
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DOI: https://doi.org/10.1007/978-3-662-03423-1_8
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