Abstract
This paper describes a morphogenesis process, based on biological metaphors, able to build neural networks. The process starts from an original cell which contains a chromosome. Cells can give birth to other cells, establish connections among them. The dynamics of the process are scheduled by transformations inside cells and communications between them. This process is used to genetically evolve neural networks driving an autonomous robot.
Similar content being viewed by others
References
B. Fullmer, R. Miikkulainen. Using marker-based genetic encoding of neural networks to evolve finitestate behaviour, in:Towards a Practice of Autonomous Systems, Proceedings of the First International Conference on Artificial Life (Paris), F. Varela, P. Bourgine eds, MIT Press, 1992.
G.F. Miller, P.M. Todd, S.U. Hegde. Designing neural networks using genetic algorithms,Proceeding of the Third International Conference on Genetic Algorithms, J.D. Schaffer ed., pp. 379–384, Morgan Kaufmann, 1989.
F. Gruau, D. Whitley.The cellular developmental of neural networks: the interaction of learning and evolution, Tech. Rep., Ecole Normale Superieure de Lyon, 46 Allee d'Italie - 69364 Lyon Cedex 07 - France, 1993.
T. Kohonen.Self-Organization and Associative Memory, 3rd ed., Springer-Verlag, 1989.
Y. Le Cun, B. Boser, J.S. Denker, D. Henderson, R.E. Howard, W. Hubbard, L.D. Jackel, L.D. Handwritten digit recognition with a backpropagation network, in:Advances in Neural Information Processing Systems II, D.S. Touretzky ed., Morgan Kaufmann, 1990.
E.J.W. Boers, H. Kuiper.Biological metaphors and the design of modular artificial neural networks, Ph.D. thesis, Departments of Computer Science and Experimental Psychology at Leiden University, The Netherlands, 1992.
J.F. Varela.Autonomie et Connaissance, Editions du Seuil, Paris, 1989.
F. Mondada, E. Franzi, P. Ienne. Mobile robot miniaturisation: a tool for investigation in control algorithms,Third International Symposium on Experimental Robotics (Kyoto, Japan), 1993
F. Mondada, C. Touzet. Quelques comportements adaptatifs pour le robot miniature Khepera,Annales du Groupe CARNAC, EPFL, Lausanne (Suisse), 1993.
V. Braitenberg.Vehicles: experiments in synthetic psychology, MIT Press, Cambridge, 1984.
Author information
Authors and Affiliations
Rights and permissions
About this article
Cite this article
Michel, O., Biondi, J. Morphogenesis of neural networks. Neural Process Lett 2, 9–12 (1995). https://doi.org/10.1007/BF02312376
Issue Date:
DOI: https://doi.org/10.1007/BF02312376