Abstract
In this paper, I describe an experiment in which an evolving population is set the task of tracking an environmental value that cycles sinusoidally over several generations. The evolution of individual mutation rates is investigated for a range of cycle lengths. The effect on the evolutionary dynamic of plasticity in the form of simple learning, itself subject to evolution, is investigated, under conditions of both simple inheritance and the inheritance of acquired characteristics (IAC). Finally, the coevolution of mutation and plasticity rates is considered, and the interaction of plasticity and IAC described.
This is a preview of subscription content, log in via an institution.
Preview
Unable to display preview. Download preview PDF.
References
Cobb, HG. (1990) An Investigation into the Use of Hypermutation as an Adaptive Operator in Genetic Algorithms Having Continuous, Time-Dependent Nonstationary Environments. Navy Center for Applied Research in Al. December 11, 1990.
Dasgupta, D. (1993(revd 1994)) Optimisation in Time Varying Environments Using Structured Genetic Algorithms. Technical Report IKBS-17-93, Dept of Comp Sci, University of Strathclyde. December 1993 (updated 6/4/94).
Lande, R, & Shannon, S. (1996) “The Role of Genetic Variation in Adaptation and Population Persistence in a Changing Environment.” Evolution 50(1):434–43.
Hirst, AJ. (To appear) Evolutionary Signal Processing: A Preliminary Study. Proc. ECAL97, MIT Press.
Hirst, AJ. (in prep) The Interaction of Evolution. Plasticity and Inheritance in Genetic Algorithms. PhD Thesis Dept. of Psychology, Open University.
Turney, P. (1996) How to Shift Bias: Lessons from the Baldwin Effect. Evolutionary Computation 4 (3) pp. 271–295
Anderson, RW. (1995) “Learning and Evolution: A Quantitative Genetics Approach.” Journal of Theoretical Biology 175: 89–101.
Boyd, R, & Richerson, PJ. (1988) “An Evolutionary Model of Social Learning: the Effects of Spatial and Temporal Variation.” Social Learning: Psychological and Biological Perspectives. Ed. TR Zentall & BG Galef Jr. Lawrence Erlbaum Associates.pp. 29–48.
Hirst, AJ. (1997). On the Structure and Transformation of Landscapes. This volume.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1997 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Hirst, T. (1997). The evolution of mutation, plasticity and culture in cyclically changing environments. In: Corne, D., Shapiro, J.L. (eds) Evolutionary Computing. AISB EC 1997. Lecture Notes in Computer Science, vol 1305. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0027168
Download citation
DOI: https://doi.org/10.1007/BFb0027168
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-63476-8
Online ISBN: 978-3-540-69578-3
eBook Packages: Springer Book Archive