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Multi-Domain Observations Concerning the Use of Genetic Programming to Automatically Synthesize Human-Competitive Designs for Analog Circuits, Optical Lens Systems, Controllers, Antennas, Mechanical Systems, and Quantum Computing Circuits.

Authors :
Goldberg, David E.
Koza, John R.
Riolo, Rick
Soule, Terence
Worzel, Bill
Al-Sakran, Sameer H.
Jones, Lee W.
Source :
Genetic Programming Theory & Practice IV; 2007, p131-147, 17p
Publication Year :
2007

Abstract

This paper reviews the recent use of genetic programming to automatically synthesize human-competitive designs of complex structures in six engineering domains, namely analog electrical circuits, optical lens systems, controllers, antennas, mechanical systems, and quantum computing circuits. First, the paper identifies common features observed in the human-competitive results produced by genetic programming in the six domains and suggests possible explanations for the observed similarities. Second, the paper identifies the characteristics that make a particular domain amenable to the application of genetic programming for the automatic synthesis of designs. Third, the paper discusses certain domain-specific adjustments in technique that may increase the efficiency of the automated process in a particular domain. Fourth, the paper discusses several technique issues that have arisen in more than one domain. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9780387333755
Database :
Supplemental Index
Journal :
Genetic Programming Theory & Practice IV
Publication Type :
Book
Accession number :
33040535
Full Text :
https://doi.org/10.1007/978-0-387-49650-4_9