Abstract
Bidirectional incremental evolution (BIE) has been proposed as a technique to overcome the ”stalling” effiect in evolvable hardware applications. However preliminary results show perceptible dependence of performance of BIE and quality of evaluated circuit on assembling strategy applied during reverse stage of incremental evolution. The purpose of this paper is to develop assembling strategy that will assist BIE to produce relatively optimal solution with minimal computational effort (e.g. the minimal number of generations).
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References
Coello C. A., Christiansen A. D., and Hernández A. A. Towards automated evolutionary design of combinational circuits. Computers and Electrical Engineering, 2000.
Higuchi T., Murakawa M., Iwata M., Kajitani I., Liu W., and Salami M. Evolvable hardware at function level. In Proc. of IEEE 4th Int. Conference on Evolutionary Computation, CEC’97. IEEE Press, NJ, 1997.
Thompson A. Hardware Evolution: Automatic Design of Electronic Circuits in Reconfigurable Hardware by Artificial Evolution. PhD thesis, University of Sussex, School of Cognitive and Computing Sciences., 1996.
Birge J. R. Stochastic programming, computation and applications. INFORMS, Journal on Computing, pages 111–133, 1997.
Zenious S. A. Vladiviriou H. Parallel algorithms for large-scale stochastic programming in parallel computing and optimisation. pages 413–469, 1997.
Poli R. Evolution of graph-like programs with parallel distributed genetic programming. In Bäck T., editor, Genetic Algorithms: Proc. of the Seventh International Conference., pages 346–353. Morgan Kaufmann, San Francisco, CA, 1997.
Iwata M., Kajitani I., Yamada H., Iba H., and Higuchi T. A pattern recognition system using evolvable hardware. In Proc. of the Fifth International Conference on Parallel Problem Solving from Nature (PPSNIV), volume LNCS 1141 of Lecture Notes in Computer Science. Springer-Verlag, Heidelberg, 1996.
Murakawa M., Yoshizawa S., Kajitani I., Furuya T., Iwata M., and Higuchi T. Hardware evolution at function level. In Proc. of the Fifth International Conference on Parallel Problem Solving from Nature (PPSNIV), Lecture Notes in Computer Science. Springer-Verlag, Heidelberg, 1996.
Kalganova T. An extrinsic function-level evolvable hardware approach. In Poli R., Banzhaf W., Langdon W. B., Miller J., Nordin P., and Fogarty T. C., editors, Proc. of the Third European Conference on Genetic Programming, EuroGP2000, volume 1802 of Lecture Notes in Computer Science, pages 60–75, Edinburgh, UK, 2000. Springer-Verlag.
Koza J. R. Genetic Programming II: Automatic Discovery of Reusable Programs. MIT Press, 1994.
Torresen J. A divide-and-conquer approach to evolvable hardware. In Sipper M., Mange D., and Perez-Uribe A., editors, Proc. Of the 2nd Int. Conf. on Evolvable Systems: From Biology to Hardware (ICES’98), volume 1478 of Lecture Notes in Computer Science, pages 57–65, Lausanne, Switzerland, 1998. Springer-Verlag, Heidelberg.
Torresen J. Increased complexity evolution applied to evovable hardware. In Smart Engineering System Design, ANNIE’99. St. Louis, USA, 1999.
Torresen J. Two-step incremental evolution of a prosthetic hand controller based on digital logic gates. In Proc. of the 4th Int. Conference on Evolvable Systems, ICES., Lecture Notes in Computer Science. Springer-Verlag, 2001.
Torresen J. A scalable approach to evolvable hardware. Genetic Programming and evolvable machines, 3(3), 2002.
Gomez F. and Miikkulainen R. Incremental evolution of complex general behaviour. Adaptive Behaviour., 5:317–342, 1997.
Gomez F. and Miikkulainen R. Solving non-markovian control tasks with neurevolution. In Proc. of the International Joint Conference on Artificial Intelligence (IJCAI’99), Stockholm, Sweden, 1999. Denver: Morgan Kaufmann.
Filliat D., Kodjabachian J., and Meyer J. A. Incremental evolution of neural controllers for navigation in a 6-legged robot. In Sugisaka and Tanaka, editors, Proc. of the Fourth International Symposium on Artificial Life and Robotics. Oita Univ. Press, 1999.
Harvey I. Artificial evolution for real problems. In Gomi T., editor, Proc. of the 5th Intl. Symposium on Evolutionary Robotics, Evolutionary Robotics: From Intelligent Robots to Artificial Life (ER’97), Tokyo, Japan, 1997. AAI Books.
Kalganova T. Bidirectional incremental evolution in ehw. In Proc. of the Second NASA/DoD Workshop on Evolvable Hardware. IEEE Computer Society, July 2000.
Kalganova T. and Miller J. Evolving more efficient digital circuits by allowing circuit layout evolution and multi-objective fitness. In Stoica A., Keymeulen D., and Lohn J., editors, Proc. of the First NASA/DoD Workshop on Evolvable Hardware, pages 54–63. IEEE Computer Society, July 1999.
Kalganova T. and Miller J. Circuit layout evolution: An evolvable hardware approach. In Coloquium on Evolutionary hardware systems. IEE Colloquium Digest., London, UK, 1999.
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Baradavka, I., Kalganova, T. (2003). Assembling Strategies in Extrinsic Evolvable Hardware with Bidirectional Incremental Evolution. In: Ryan, C., Soule, T., Keijzer, M., Tsang, E., Poli, R., Costa, E. (eds) Genetic Programming. EuroGP 2003. Lecture Notes in Computer Science, vol 2610. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-36599-0_25
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DOI: https://doi.org/10.1007/3-540-36599-0_25
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