Toward an evolvable model of development for autonomous agent synthesis

作者: F. Dellaert , Randall D Beer

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摘要: We are interested in the synthesis of autonomous agents using evolutionary techniques. Most work this area utilizes a direct mapping from genotypic space to phenotypic space. In order address some limitations approach, we present simplified yet biologically defensible model developmental process. The design issues that arise when formulating at molecular, cellular and organismal level discussed, for each these describe how they were resolved our implementation. analyze morphologies can be explored model, specifically one has agent-like properties. addition, demonstrate evolved.

参考文章(18)
Stewart W. Wilson, The Genetic Algorithm and Simulated Evolution. Artificial Life. pp. 157- 166 ,(1987)
J. David Schaffer, Proceedings of the third international conference on Genetic algorithms international conference on genetic algorithms. ,(1989)
Philip Husbands, Dave Cliff, Inman Harvey, Issues in evolutionary robotics simulation of adaptive behavior. pp. 364- 373 ,(1993)
Aloke Guha, Steven Alex Harp, Tariq Samad, Towards the genetic synthesis of neural network international conference on genetic algorithms. pp. 360- 369 ,(1989)
Sharon Duvdevani-Bar, Lee Segel, On Topological Simulations in Developmental Biology Journal of Theoretical Biology. ,vol. 166, pp. 33- 50 ,(1994) , 10.1006/JTBI.1994.1003
Stuart Kauffman, Simon Levin, Towards a general theory of adaptive walks on rugged landscapes. Journal of Theoretical Biology. ,vol. 128, pp. 11- 45 ,(1987) , 10.1016/S0022-5193(87)80029-2
S.A. Kauffman, Metabolic stability and epigenesis in randomly constructed genetic nets Journal of Theoretical Biology. ,vol. 22, pp. 437- 467 ,(1969) , 10.1016/0022-5193(69)90015-0
William McGinnis, Michael Kuziora, The Molecular Architects of Body Design Scientific American. ,vol. 270, pp. 58- 66 ,(1994) , 10.1038/SCIENTIFICAMERICAN0294-58