{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T21:10:03Z","timestamp":1745961003295,"version":"3.40.4"},"publisher-location":"Berlin, Heidelberg","reference-count":50,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642368141"},{"type":"electronic","value":"9783642368158"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-642-36815-8_1","type":"book-chapter","created":{"date-parts":[[2013,2,11]],"date-time":"2013-02-11T10:50:29Z","timestamp":1360579829000},"page":"1-28","source":"Crossref","is-referenced-by-count":9,"title":["Experimental Study of the Population Parameters Settings in Cooperative Multi-agent System Solving Instances of the VRP"],"prefix":"10.1007","author":[{"given":"Dariusz","family":"Barbucha","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"1_CR1","doi-asserted-by":"crossref","unstructured":"Alander, J.T.: On optimal population size of genetic algorithms. In: Proceedings of the IEEE Computer Systems and Software Engineering, pp. 65\u201369 (1992)","DOI":"10.1109\/CMPEUR.1992.218485"},{"issue":"4","key":"1_CR2","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1023\/B:JIMS.0000034108.66105.59","volume":"15","author":"M.E. Aydin","year":"2004","unstructured":"Aydin, M.E., Fogarty, T.C.: Teams of autonomous agents for job-shop scheduling problems: An Experimental Study. Journal of Intelligent Manufacturing\u00a015(4), 455\u2013462 (2004)","journal-title":"Journal of Intelligent Manufacturing"},{"key":"1_CR3","doi-asserted-by":"crossref","unstructured":"Barbucha, D., Czarnowski, I., J\u0119drzejowicz, P., Ratajczak-Ropel, E., Wierzbowska, I.: JADE-Based A-Team as a Tool for Implementing Population-Based Algorithms. In: Proceedings of IEEE Intelligent Systems Design and Applications Conference, Jinan, vol.\u00a03, pp. 144\u2013149. IEEE Press (2006)","DOI":"10.1109\/ISDA.2006.31"},{"issue":"2","key":"1_CR4","first-page":"55","volume":"34","author":"D. Barbucha","year":"2008","unstructured":"Barbucha, D., J\u0119drzejowicz, P.: An experimental investigation of the synergetic effect of multiple agents working together in the A-team. Systems Science\u00a034(2), 55\u201363 (2008)","journal-title":"Systems Science"},{"issue":"1","key":"1_CR5","first-page":"18","volume":"4","author":"D. Barbucha","year":"2007","unstructured":"Barbucha, D., J\u0119drzejowicz, P.: An Agent-Based Approach to Vehicle Routing Problem. International Journal of Applied Mathematics and Computer Science\u00a04(1), 18\u201323 (2007)","journal-title":"International Journal of Applied Mathematics and Computer Science"},{"key":"1_CR6","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"181","DOI":"10.1007\/978-3-642-17155-0_10","volume-title":"Transactions on Computational Collective Intelligence II","author":"D. Barbucha","year":"2010","unstructured":"Barbucha, D., Czarnowski, I., J\u0119drzejowicz, P., Ratajczak-Ropel, E., Wierzbowska, I.: JABAT Middleware as a Tool for Solving Optimization Problems. In: Nguyen, N.T., Kowalczyk, R. (eds.) Transactions on CCI II. LNCS, vol.\u00a06450, pp. 181\u2013195. Springer, Heidelberg (2010)"},{"key":"1_CR7","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1007\/978-3-642-23938-0_34","volume-title":"Computational Collective Intelligence. Technologies and Applications","author":"D. Barbucha","year":"2011","unstructured":"Barbucha, D.: Solving the Capacitated Vehicle Routing Problem by a Team of Parallel Heterogeneous Cooperating Agents. In: J\u0119drzejowicz, P., Nguyen, N.T., Hoang, K. (eds.) ICCCI 2011, Part II. LNCS, vol.\u00a06923, pp. 332\u2013341. Springer, Heidelberg (2011)"},{"key":"1_CR8","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.neucom.2011.07.032","volume":"88","author":"D. Barbucha","year":"2012","unstructured":"Barbucha, D.: Search modes for the cooperative multi-agent system solving the vehicle routing problem. Neurocomputing\u00a088, 13\u201323 (2012)","journal-title":"Neurocomputing"},{"key":"1_CR9","series-title":"SCI","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-78295-7","volume-title":"Hybrid Metaheuristics \u2013 An Emerging Approach to Optimization","author":"C. Blum","year":"2008","unstructured":"Blum, C., Roli, A., Sampels, M.: Hybrid Metaheuristics \u2013 An Emerging Approach to Optimization. SCI, vol.\u00a0114. Springer, Heidelberg (2008)"},{"key":"1_CR10","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1016\/0167-6377(94)90065-5","volume":"16","author":"K. Boese","year":"1994","unstructured":"Boese, K., Kahng, A., Muddu, S.: A new adaptive multistart technique for combinatorial global optimization. Operations Research Letters\u00a016, 101\u2013113 (1994)","journal-title":"Operations Research Letters"},{"issue":"1","key":"1_CR11","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1109\/TEVC.2003.819263","volume":"8","author":"E.K. Burke","year":"2004","unstructured":"Burke, E.K., Gustafson, S., Kendall, G.: Diversity in genetic programming: An analysis of measures and correlation with fitness. IEEE Transactions on Evolutionary Computation\u00a08(1), 47\u201362 (2004)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"volume-title":"Combinatorial optimization","year":"1979","key":"1_CR12","unstructured":"Christofides, N., Mingozzi, A., Toth, P., Sandi, C. (eds.): Combinatorial optimization. John Wiley, Chichester (1979)"},{"key":"1_CR13","volume-title":"Blackboard systems","author":"I. Craig","year":"1995","unstructured":"Craig, I.: Blackboard systems. Alex Publishing Co., Norwood (1995)"},{"key":"1_CR14","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1007\/978-3-540-92695-5_8","volume-title":"Learning and Intelligent Optimization","author":"T.G. Crainic","year":"2008","unstructured":"Crainic, T.G., Toulouse, M.: Explicit and Emergent Cooperation Schemes for Search Algorithms. In: Maniezzo, V., Battiti, R., Watson, J.-P. (eds.) LION 2007 II. LNCS, vol.\u00a05313, pp. 95\u2013109. Springer, Heidelberg (2008)"},{"key":"1_CR15","volume-title":"Handbook of Genetic Algorithms","author":"L. Davis","year":"1991","unstructured":"Davis, L.: Handbook of Genetic Algorithms. Van Nostrand Reinhold, New York (1991)"},{"key":"1_CR16","volume-title":"Artificial Immune Systems: A New Computational Approach","author":"L. Castro de","year":"2002","unstructured":"de Castro, L., Timmis, J.: Artificial Immune Systems: A New Computational Approach. Springer, London (2002)"},{"key":"1_CR17","doi-asserted-by":"publisher","DOI":"10.1007\/b99492","volume-title":"Ant Colony Optimization","author":"M. Dorigo","year":"2004","unstructured":"Dorigo, M., Stutzle, T.: Ant Colony Optimization. MIT Press, Cambridge (2004)"},{"key":"1_CR18","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"314","DOI":"10.1007\/3-540-45023-8_30","volume-title":"Multi-Agent Systems and Applications III","author":"R. Dre\u017cewski","year":"2003","unstructured":"Dre\u017cewski, R.: A Model of Co-evolution in Multi-agent System. In: Ma\u0159\u00edk, V., M\u00fcller, J.P., P\u011bchou\u010dek, M. (eds.) CEEMAS 2003. LNCS (LNAI), vol.\u00a02691, pp. 314\u2013323. Springer, Heidelberg (2003)"},{"key":"1_CR19","doi-asserted-by":"publisher","first-page":"271","DOI":"10.1016\/0377-2217(90)90001-R","volume":"46","author":"R.W. Eglese","year":"1990","unstructured":"Eglese, R.W.: Simulated annealing: A tool for operational research. European Journal of Operational Research\u00a046, 271\u2013281 (1990)","journal-title":"European Journal of Operational Research"},{"issue":"2","key":"1_CR20","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1109\/4235.771166","volume":"3","author":"A.E. Eiben","year":"1999","unstructured":"Eiben, A.E., Hinterding, R., Michalewicz, Z.: Parameter control in evolutionary algorithms. IEEE Transactions on Evolutionary Computation\u00a03(2), 124\u2013141 (1999)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"1_CR21","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1007\/BF01096763","volume":"6","author":"T.A. Feo","year":"1995","unstructured":"Feo, T.A., Resende, M.G.C.: Greedy randomized adaptive search procedures. Journal of Global Optimization\u00a06, 109\u2013133 (1995)","journal-title":"Journal of Global Optimization"},{"key":"1_CR22","doi-asserted-by":"crossref","first-page":"173","DOI":"10.1090\/dimacs\/016\/08","volume":"16","author":"C. Fleurent","year":"1994","unstructured":"Fleurent, C., Ferland, J.A.: Genetic hybrids for the quadratic assignment problem. DIMACS Series, Discr. Math. Theor. Comp. Sci.\u00a016, 173\u2013187 (1994)","journal-title":"DIMACS Series, Discr. Math. Theor. Comp. Sci."},{"key":"1_CR23","doi-asserted-by":"publisher","first-page":"240","DOI":"10.1287\/opre.22.2.340","volume":"22","author":"B.E. Gillett","year":"1974","unstructured":"Gillett, B.E., Miller, L.R.: A heuristic algorithm for the vehicle dispatch problem. Operations Research\u00a022, 240\u2013349 (1974)","journal-title":"Operations Research"},{"key":"1_CR24","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-6089-0","volume-title":"Tabu Search","author":"F. Glover","year":"1997","unstructured":"Glover, F., Laguna, M.: Tabu Search. Kluwer, Boston (1997)"},{"key":"1_CR25","first-page":"653","volume":"39","author":"F. Glover","year":"2000","unstructured":"Glover, F., Laguna, M., Marti, R.: Fundamentals of scatter search and path relinking. Control and Cybernetics\u00a039, 653\u2013684 (2000)","journal-title":"Control and Cybernetics"},{"key":"1_CR26","volume-title":"Genetic Algorithms in Search, Optimization, and Machine Learning","author":"D.E. Goldberg","year":"1989","unstructured":"Goldberg, D.E.: Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley, Reading (1989)"},{"key":"1_CR27","first-page":"207","volume-title":"Travelling Salesman Problem","author":"B. Golden","year":"1985","unstructured":"Golden, B., Stewart, W.: Empirical Analysis of Heuristics. In: Lawler, E., Lenstra, J., Rinnoy, A., Shmoys, D. (eds.) Travelling Salesman Problem, pp. 207\u2013250. Wiley-Interscience, New York (1985)"},{"key":"1_CR28","doi-asserted-by":"crossref","unstructured":"Greensmith, J., Whitbrook, A., Aickelin, U.: Artificial Immune Systems. In: Gendreau, M., Potvin, J.-Y. (eds.) Handbook of Metaheuristics. International Series in Operations Research and Management Science, vol.\u00a0146. Springer (2010)","DOI":"10.1007\/978-1-4419-1665-5_14"},{"key":"1_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/S0377-2217(99)00435-X","volume":"126","author":"A. Hertz","year":"2000","unstructured":"Hertz, A., Kobler, D.: A framework for the description of evolutionary algorithms. European Journal of Operational Research\u00a0126, 1\u201312 (2000)","journal-title":"European Journal of Operational Research"},{"key":"1_CR30","volume-title":"Adaptation in natural and artificial systems","author":"J.H. Holland","year":"1975","unstructured":"Holland, J.H.: Adaptation in natural and artificial systems. The University of Michigan Press, Ann Arbor (1975)"},{"key":"1_CR31","first-page":"547","volume":"37","author":"P. Jaccard","year":"1901","unstructured":"Jaccard, P.: Etude comparative de la distribution florale dans une portion des Alpes et des Jura. Bulletin del la Societe Vaudoise des Sciences Naturelles\u00a037, 547\u2013579 (1901)","journal-title":"Bulletin del la Societe Vaudoise des Sciences Naturelles"},{"key":"1_CR32","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1007\/978-3-642-04441-0_3","volume-title":"Computational Collective Intelligence. Semantic Web, Social Networks and Multiagent Systems","author":"P. J\u0119drzejowicz","year":"2009","unstructured":"J\u0119drzejowicz, P.: A-Teams and Their Applications. In: Nguyen, N.T., Kowalczyk, R., Chen, S.-M. (eds.) ICCCI 2009. LNCS, vol.\u00a05796, pp. 36\u201350. Springer, Heidelberg (2009)"},{"key":"1_CR33","doi-asserted-by":"publisher","first-page":"7","DOI":"10.1023\/A:1010090405266","volume":"1","author":"N.R. Jennings","year":"1998","unstructured":"Jennings, N.R., Sycara, K., Wooldridge, M.: A Roadmap of Agent Research and Development. Autonomous Agents and Multi-Agent Systems\u00a01, 7\u201338 (1998)","journal-title":"Autonomous Agents and Multi-Agent Systems"},{"key":"1_CR34","doi-asserted-by":"crossref","unstructured":"Kennedy, J., Eberhart, R.C.: Particle swarm optimization. In: Proceedings of IEEE International Conference on Neural Networks, Piscataway, NJ, pp. 1942\u20131948 (1995)","DOI":"10.1109\/ICNN.1995.488968"},{"key":"1_CR35","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1007\/3-540-36137-5_19","volume-title":"SOFSEM 2002: Theory and Practice of Informatics","author":"M. Kisiel-Dorohinicki","year":"2002","unstructured":"Kisiel-Dorohinicki, M.: Agent-Oriented Model of Simulated Evolution. In: Grosky, W.I., Pl\u00e1\u0161il, F. (eds.) SOFSEM 2002. LNCS, vol.\u00a02540, pp. 253\u2013261. Springer, Heidelberg (2002)"},{"issue":"1","key":"1_CR36","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1109\/TEVC.2005.860765","volume":"10","author":"V.K. Koumousis","year":"2006","unstructured":"Koumousis, V.K., Katsaras, C.P.: A sawtooth genetic algorithm combining the effects of variable population size and reinitialization to enhance performance. IEEE Transactions on Evolutionary Computation\u00a010(1), 19\u201328 (2006)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"1_CR37","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1111\/j.1475-3995.2000.tb00200.x","volume":"7","author":"G. Laporte","year":"2000","unstructured":"Laporte, G., Gendreau, M., Potvin, J., Semet, F.: Classical and modern heuristics for the vehicle routing problem. International Transactions in Operational Research\u00a07, 285\u2013300 (2000)","journal-title":"International Transactions in Operational Research"},{"issue":"5","key":"1_CR38","doi-asserted-by":"publisher","first-page":"1165","DOI":"10.1109\/72.623217","volume":"8","author":"Y. Leung","year":"1997","unstructured":"Leung, Y., Gao, Y., Xu, Z.: Degree of population diversity\u2013a perspective on premature convergence in genetic algorithms and its Markov chain analysis. IEEE Transactions on Neural Networks\u00a08(5), 1165\u20131176 (1997)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"1_CR39","doi-asserted-by":"crossref","first-page":"2245","DOI":"10.1002\/j.1538-7305.1965.tb04146.x","volume":"44","author":"S. Lin","year":"1965","unstructured":"Lin, S.: Computer solutions of the traveling salesman problem. Bell Syst. Tech. J.\u00a044, 2245\u20132269 (1965)","journal-title":"Bell Syst. Tech. J."},{"issue":"1-4","key":"1_CR40","first-page":"217","volume":"167","author":"F.G. Lobo","year":"2004","unstructured":"Lobo, F.G., Goldberg, D.E.: The parameterless genetic algorithm in practice. Information Sciences\u2013Informatics and Computer Science\u00a0167(1-4), 217\u2013232 (2004)","journal-title":"Information Sciences\u2013Informatics and Computer Science"},{"key":"1_CR41","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-07418-3","volume-title":"Genetic Algorithms + Data Structures = Evolution Programs","author":"Z. Michalewicz","year":"1994","unstructured":"Michalewicz, Z.: Genetic Algorithms + Data Structures = Evolution Programs. Springer, Heidelberg (1994)"},{"key":"1_CR42","doi-asserted-by":"publisher","first-page":"421","DOI":"10.1007\/BF02023004","volume":"41","author":"I.H. Osman","year":"1993","unstructured":"Osman, I.H.: Metastrategy simulated annealing and tabu search algorithms for the vehicle routing problem. Annals of Operations Research\u00a041, 421\u2013451 (1993)","journal-title":"Annals of Operations Research"},{"issue":"3","key":"1_CR43","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1142\/S0218843000000119","volume":"9","author":"H.V.D. Parunak","year":"2000","unstructured":"Parunak, H.V.D.: Agents in overalls: Experiences and issues in the development and deployment of industrial agent-based systems. International Journal of Cooperative Information Systems\u00a09(3), 209\u2013228 (2000)","journal-title":"International Journal of Cooperative Information Systems"},{"key":"1_CR44","doi-asserted-by":"crossref","unstructured":"Piszcz, A., Soule, T.: Genetic programming: Optimal population sizes for varying complexity problems. In: Proceedings of the Genetic and Evolutionary Computation Conference, pp. 953\u2013954 (2006)","DOI":"10.1145\/1143997.1144166"},{"key":"1_CR45","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/11499305_5","volume-title":"Artificial Intelligence and Knowledge Engineering Applications: A Bioinspired Approach","author":"J. Puchinger","year":"2005","unstructured":"Puchinger, J., Raidl, G.R.: Combining Metaheuristics and Exact Algorithms in Combinatorial Optimization: A Survey and Classification. In: Mira, J., \u00c1lvarez, J.R. (eds.) IWINAC 2005. LNCS, vol.\u00a03562, pp. 41\u201353. Springer, Heidelberg (2005)"},{"key":"1_CR46","doi-asserted-by":"crossref","unstructured":"Resende, M.G.C., Ribeiro, C.C., Glover, F., Marti, R.: Scatter Search and Path-Relinking: Fundamentals, Advances, and Applications. In: Gendreau, M., Potvin, J.-Y. (eds.) Handbook of Metaheuristics. International Series in Operations Research and Management Science, vol.\u00a0146, pp. 87\u2013107. Springer (2010)","DOI":"10.1007\/978-1-4419-1665-5_4"},{"key":"1_CR47","unstructured":"Shannon, C.E., Weaver, W.: The Mathematical Theory of Communication. Univ. of Illinois Press (1949)"},{"key":"1_CR48","doi-asserted-by":"crossref","unstructured":"Talbi, E.G.: Metaheuristics: From Design to Implementation. John Wiley and Sons, Inc. (2009)","DOI":"10.1002\/9780470496916"},{"key":"1_CR49","doi-asserted-by":"publisher","first-page":"295","DOI":"10.1023\/A:1009669824615","volume":"4","author":"S. Talukdar","year":"1998","unstructured":"Talukdar, S., Baeretzen, L., Gove, A., de Souza, P.: Asynchronous teams: Cooperation schemes for autonomous agents. Journal of Heuristics\u00a04, 295\u2013321 (1998)","journal-title":"Journal of Heuristics"},{"issue":"2","key":"1_CR50","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1162\/106365600568202","volume":"8","author":"E. Zitzler","year":"2000","unstructured":"Zitzler, E., Deb, K., Thiele, L.: Comparison of multiobjective evolutionary algorithms: Empirical results. Evolutionary Computation\u00a08(2), 173\u2013195 (2000)","journal-title":"Evolutionary Computation"}],"container-title":["Lecture Notes in Computer Science","Transactions on Computational Collective Intelligence IX"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-36815-8_1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,29]],"date-time":"2025-04-29T20:34:30Z","timestamp":1745958870000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-36815-8_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783642368141","9783642368158"],"references-count":50,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-36815-8_1","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2013]]}}}