Abstract
In this paper a Parallel Ant Colony System (PACS) is developed. Three communication methods for updating the pheromone level between groups in PACS are proposed and work on the traveling salesman problem using our system is presented. Experimental results based on three well-known traveling salesman data sets demonstrate the proposed PACS is superior to the existing Ant Colony System (ACS) and Ant System (AS) with similar or better running times.
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
Colorni, A., Dorigo, M., Maniezzo, V.: Distributed optimization by ant colonies. In: Varela, F., Bourgine, P. (eds.) First Europ. Conference Artificial Life, pp. 134–142 (1991)
Dorigo, M., Maniezzo, V., Colorni, A.: Ant system: optimization by a colony of cooperating agents. IEEE Trans. on Systems, Man, and Cybernetics-Part B: Cybernetics 26(1), 29–41 (1996)
Dorigo, J.M., Gambardella, L.M.: Ant colony system: a cooperative learning approach to the traveling salesman problem. IEEE Trans. on Evolutionary Computation 1(1), 53–66 (1997)
Maniezzo, V., Colorni, A.: The ant system applied to the quadratic assignment problem. IEEE Trans. on Knowledge and Data Engineering 11(5), 769–778 (1999)
Parpinelli, R.S., Lopes, H.S., Freitas, A.A.: Data mining with an ant colony optimization algorithm. IEEE Trans. on Evolutionary Computation 6(4), 321–332 (2002)
Bland, J.A.: Space-planning by ant colony optimization. International Journal of Computer Applications in Technology 12(6), 320–328 (1999)
Bullnheimer, B., Kotsis, G., Strauss, C.: Parallelization strategies for the ant system. Technical Report POM 9/97, Institute of Applied Computer Science, University of Vienna, Austria (1997)
Stutzle, T.: Parallelization strategies for ant colony optimization. In: Eiben, A.E., Bäck, T., Schoenauer, M., Schwefel, H.-P. (eds.) PPSN 1998. LNCS, vol. 1498, pp. 722–731. Springer, Heidelberg (1998)
Cohoon, J.P., Hegde, S.U., Martine, W.N., Richards, D.: Punctuated equilibria: a parallel genetic algorithm. In: Second International Conference on Genetic Algorithms, pp. 148–154 (1987)
Pan, J.S., McInnes, F.R., Jack, M.A.: Application of parallel genetic algorithm and property of multiple global optima to vq codevector index assignment for noisy channels. Electronics Letters 32(4), 296–297 (1996)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Chu, SC., Roddick, J.F., Pan, JS., Su, CJ. (2003). Parallel Ant Colony Systems. In: Zhong, N., RaÅ›, Z.W., Tsumoto, S., Suzuki, E. (eds) Foundations of Intelligent Systems. ISMIS 2003. Lecture Notes in Computer Science(), vol 2871. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-39592-8_38
Download citation
DOI: https://doi.org/10.1007/978-3-540-39592-8_38
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-20256-1
Online ISBN: 978-3-540-39592-8
eBook Packages: Springer Book Archive