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Evolution of Rewriting Rule Sets Using String-Based Tierra

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Advances in Artificial Life (ECAL 2003)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 2801))

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Abstract

We have studied a string rewriting system to improve the basic design of Tierra. Our system has three features. First, the Tierra instruction set is converted into a set of string rewriting rules using regular expressions. Second, every agent is composed of a string as the genome and a set of string rewriting rules as its own instruction set. Third, a genetic operation and selection of rewriting rules are introduced to allow the agents to weed out the worst rules. We carried out experiments on how agents evolve through self-replication. The results have shown that our system can evolve not only the agents’ genomes but also the rewriting rule sets.

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© 2003 Springer-Verlag Berlin Heidelberg

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Sugiura, K., Suzuki, H., Shiose, T., Kawakami, H., Katai, O. (2003). Evolution of Rewriting Rule Sets Using String-Based Tierra. In: Banzhaf, W., Ziegler, J., Christaller, T., Dittrich, P., Kim, J.T. (eds) Advances in Artificial Life. ECAL 2003. Lecture Notes in Computer Science(), vol 2801. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39432-7_8

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  • DOI: https://doi.org/10.1007/978-3-540-39432-7_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-20057-4

  • Online ISBN: 978-3-540-39432-7

  • eBook Packages: Springer Book Archive

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