On the properties of artificial development and its use in evolvable hardware

作者: Tuze Kuyucu , Martin Trefzer , Julian F. Miller , Andy Tyrrell

DOI: 10.1109/ALIFE.2009.4937701

关键词:

摘要: The design of a new biologically inspired artificial developmental system is described in this paper. In general, systems converge slower and are more computationally expensive than direct evolution. However, the performance trends development indicate that full benefit will arise with larger complex problems exhibit some sort regularity their structure: thus, aim to evolve electronic through modularity allowed by development. hope proposed adaptivity fault tolerance future. cell signalling Gene Regulatory Networks present biological organisms modelled our system, tailored for tackling real world on hardware. For first time, Network successfully shown develop complete circuit structure desired digital without help another mechanism or any problem specific structuring. Experiments presented show modular behaviour as well its ability solve non-modular problems.

参考文章(24)
Peter Eggenberger-Hotz, Evolving Morphologies of Simulated 3d Organisms Based on Differential Gene Expression ftp://ftp.ifi.unizh.ch/pub/institute/ailab/techreports/97.20.ps.gz. ,(2007)
Song Zhan, Julian F. Miller, Andy M. Tyrrell, A Developmental Gene Regulation Network for Constructing Electronic Circuits international conference on evolvable systems. pp. 177- 188 ,(2008) , 10.1007/978-3-540-85857-7_16
Julian F. Miller, Evolving Developmental Programs for Adaptation, Morphogenesis, and Self-Repair european conference on artificial life. pp. 256- 265 ,(2003) , 10.1007/978-3-540-39432-7_28
Julian F. Miller, Peter Thomson, A Developmental Method for Growing Graphs and Circuits Evolvable Systems: From Biology to Hardware. pp. 93- 104 ,(2003) , 10.1007/3-540-36553-2_9
Inman Harvey, Adrian Thompson, Through the Labyrinth Evolution Finds a Way: A Silicon Ridge international conference on evolvable systems. pp. 406- 422 ,(1996) , 10.1007/3-540-63173-9_62
Julian Francis Miller, Evolving a Self-Repairing, Self-Regulating, French Flag Organism genetic and evolutionary computation conference. pp. 129- 139 ,(2004) , 10.1007/978-3-540-24854-5_12
Ottoline Leyser, Stephen Day, Mechanisms in plant development ,(2003)
Vesselin K. Vassilev, Julian F. Miller, The Advantages of Landscape Neutrality in Digital Circuit Evolution Evolvable Systems: From Biology to Hardware. pp. 252- 263 ,(2000) , 10.1007/3-540-46406-9_25
Timothy Glennie Wilson Gordon, Exploiting development to enhance the scalability of hardware evolution. Doctoral thesis, University of London.. ,(2005)