Abstract
The Bluenome Model of Development is introduced. The Bluenome model is a developmental model of Artificial Morphogenesis, inspired by biological development, instantiating a subset of two-dimensional Cellular Automata. The Bluenome model is cast as a general model, one which generates organizational topologies for finite sets of component types, assuming only local interactions between components. Its key feature is that there exists no relation between genotypic complexity and phenotypic complexity, implying its potential application in high-dimensional evolutionary problems. Additionally, genomes from the Bluenome Model are shown to be capable of re-development in differing environments, retaining many relevant phenotypic properties.
This is a preview of subscription content, log in via an institution to check access.
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
Bentley, P., Kumar, S.: The Ways to Grow Designs: A Comparison of Embryogenies for an Evolutionary Design Problem. In: Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 1999 (1999)
Dellaert, F., Beer, R.: A Developmental Model for the Evolution of Complete Autonomous Agents. In: From Animals to Animats 4: Proceedings of the Fourth International Conference on Simulation of Adaptive Behavior (1996)
Eggenberger, P.: Evolving Morphologies of Simulated 3D Organisms Based on Differential Gene Expression. In: Husbands, P., Harvey, I. (eds.) Proceedings of the Fourth European Conference on Artificial Life (1997)
Fagotto, F., Gumbiner, B.: Cell contact-dependent signaling. Developmental Biology 180 (1996)
Furusawa, C., Kaneko, K.: Emergence of Rules in Cell Society: Differentiation, Hierarchy, and Stability. The Bulletin of Mathematical Biology (1998)
Hamahashi, S., Kitano, H.: Simulation of Drosophilae Embryogenesis. In: The Proceedings of the Sixth International Conference on Artificial Life (1998)
Hotz, P., Gomez, G., Pfiefer, R.: Evolving the morphology of a neural network for controlling a foveating retina - and its test on a real robot. In: Artificial Life VIII: The 8th International Conference on the Simulation and Synthesis of Living Systems (2003)
Karp, G.: Cell and Molecular Biology, 3rd edn. John Wiley & Sons, Inc., Chichester (2001)
Kowaliw, T.: Bluenome: A Novel Developmental Model for the Evolution of Artificial Agents, Master’s Thesis, Concordia University (2003)
Kvasnicka, V., Pospicjal, J.: Emergence of Modularity in Genotype-Phenotype Mappings. Artificial Life 8(4) (2002)
Olivera, G., Olivera, P., Omar, N.: Definition and Application of a Five Parameter Characterization of One-Dimensional Cellular Automata Rule Space. Artificial Life 7(3) (2001)
Stanley, K., Miikkulainen, R.: A Taxonomy for Artificial Embryogeny. Artificial Life 9(2) (2003)
Wolfram, S.: A New Kind of Science. Wolfram Media, New York (2002)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kowaliw, T., Grogono, P., Kharma, N. (2004). Bluenome: A Novel Developmental Model of Artificial Morphogenesis. In: Deb, K. (eds) Genetic and Evolutionary Computation – GECCO 2004. GECCO 2004. Lecture Notes in Computer Science, vol 3102. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-24854-5_9
Download citation
DOI: https://doi.org/10.1007/978-3-540-24854-5_9
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22344-3
Online ISBN: 978-3-540-24854-5
eBook Packages: Springer Book Archive