Abstract
This paper describes work carried out to investigate whether a classic reaction-diffusion (RD) system could be used to control a ‘minimally cognitive’ animat. The reaction-diffusion system chosen was that first described by Gray and Scott (Gray-Scott) and the minimally cognitive behaviors those used by Beer et. al involving the fixation and discrimination of diamond and circle shapes by a whiskered animat. The parameters of this RD-controller were evolved using an evolutionary, or genetic, algorithm (GA).
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Breyer, J., Ackerman, J., McCaskill, J.: Evolving Reaction-diffusion Ecosystems with Self-assembling Structures in Thin Films. Alife 4, 25–40 (1998)
Adamatzky, A., De Lacy Costello, B., Asai, T.: Reaction-diffusion Computers. Elsevier, Amsterdam (2006)
Dale, K., Collett, T.S.: Using Artificial Evolution and Selection to Model Insect Navigation. Current Biology 11, 51–62 (2001)
Pearson, J.E.: Complex Patterns in a Simple System. eprint arXiv:patt-sol/9304003 (04/1993)
Turing, A.M.: The Chemical Basis of Morphogenesis. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences 237(641), 37–72 (1952)
Beer, R.D.: On the Dynamics of Small Continuous-time Recurrent Nerual-networks. Adaptive Behaviour 3, 469–510
Beer, R.D.: Toward the Evolution of Dynamical Neural Networks for Minimally Cognitive Behavior. In: Maes, P., Mataric, M., Meyer, J., Pollack, J., Wilson, S. (eds.) From animals to animats 4: Proceedings of the Fourth International Conference on Simulation of Adaptive Behavior, pp. 421–429. MIT Press, Cambridge
Beer, R.D.: The Dynamics of Active Categorical Perception in an Evolved Model Agent. Adaptive Behavior 11(4), 209–243
Gray, P., Scott, S.K.: Autocatalytic Reactions in the Isothermal Continuous Stirred Tank Reactor Oscillations and Instabilities in the System A + 2B − > 3B, B − > C. Chem. Eng. Sci. 39, 1087–1097 (1984)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2006 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Dale, K. (2006). Evolving Reaction-Diffusion Controllers for Minimally Cognitive Animats. In: Nolfi, S., et al. From Animals to Animats 9. SAB 2006. Lecture Notes in Computer Science(), vol 4095. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11840541_41
Download citation
DOI: https://doi.org/10.1007/11840541_41
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-38608-7
Online ISBN: 978-3-540-38615-5
eBook Packages: Computer ScienceComputer Science (R0)