{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T01:34:01Z","timestamp":1777685641688,"version":"3.51.4"},"reference-count":38,"publisher":"SAGE Publications","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["HIS"],"published-print":{"date-parts":[[2019,4,17]]},"DOI":"10.3233\/his-180258","type":"journal-article","created":{"date-parts":[[2018,7,13]],"date-time":"2018-07-13T13:32:26Z","timestamp":1531488746000},"page":"17-26","source":"Crossref","is-referenced-by-count":4,"title":["Solving the travelling salesman problem using fuzzy and simplified variants of ant supervised by PSO with local search policy, FAS-PSO-LS, SAS-PSO-LS"],"prefix":"10.1177","volume":"15","author":[{"given":"Nizar","family":"Rokbani","sequence":"first","affiliation":[{"name":"REGIM-Lab, National Engineering School of Sfax, University of Sfax, Sfax, Tunisia"},{"name":"ISSAT Sousse, University of Sousse, Sousse, Tunisia"},{"name":"Machine Intelligence Research Labs, Scientific Network for Innovation and Research Excellence, Auburn, WA 98071, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ajith","family":"Abraham","sequence":"additional","affiliation":[{"name":"Machine Intelligence Research Labs, Scientific Network for Innovation and Research Excellence, Auburn, WA 98071, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ikram","family":"Twir","sequence":"additional","affiliation":[{"name":"ISSAT Sousse, University of Sousse, Sousse, Tunisia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdelkrim","family":"Haqiq","sequence":"additional","affiliation":[{"name":"FST, Hassan 1st University, Settat, Morocco"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","reference":[{"issue":"10","key":"10.3233\/HIS-180258_ref1","doi-asserted-by":"crossref","first-page":"12312","DOI":"10.1016\/j.eswa.2011.04.009","article-title":"Intelligent identification and control using improved fuzzy particle swarm optimization","volume":"38","author":"Alfi","year":"2011","journal-title":"Expert Systems with Applications"},{"key":"10.3233\/HIS-180258_ref2","first-page":"1","article-title":"Hybrid bat algorithm and direct search methods for solving minimax problems","author":"Ali","year":"2018","journal-title":"International Journal of Hybrid Intelligent Systems"},{"key":"10.3233\/HIS-180258_ref3","first-page":"1086","article-title":"Fuzzy PSO: a generalization of particle swarm optimization","author":"Ashraf","year":"2005","journal-title":"Proceedings 2005 IEEE International Joint Conference on Neural Networks lJCNN\u201905,"},{"issue":"1","key":"10.3233\/HIS-180258_ref4","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1016\/j.ins.2003.11.008","article-title":"A new hybrid heuristic approach for solving large traveling salesman problem","volume":"166","author":"Tsai","year":"2004","journal-title":"Information Sciences"},{"key":"10.3233\/HIS-180258_ref5","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1023\/A:1016540724870","article-title":"A Taxonomy of Hybrid Metaheuristics","volume":"8","author":"Talbi","year":"2002","journal-title":"Journal of Heuristics"},{"key":"10.3233\/HIS-180258_ref6","first-page":"593","article-title":"Ant Colony Optimization with Parameter Adaptation Using Fuzzy Logic for TSP Problems","author":"Olivas","year":"2015","journal-title":"Studies in Computational Intelligence"},{"key":"10.3233\/HIS-180258_ref7","doi-asserted-by":"crossref","first-page":"791","DOI":"10.1287\/opre.6.6.791","article-title":"A method for solving traveling salesman problems","volume":"6","author":"Croes","year":"1958","journal-title":"Operations Res"},{"key":"10.3233\/HIS-180258_ref8","doi-asserted-by":"crossref","first-page":"5006","DOI":"10.1016\/j.eswa.2011.10.012","article-title":"Solving the traveling salesman problem using cooperative genetic ant systems","volume":"39","author":"Dong","year":"2012","journal-title":"Expert System Application"},{"issue":"4","key":"10.3233\/HIS-180258_ref9","doi-asserted-by":"crossref","first-page":"376","DOI":"10.1287\/ijoc.3.4.376","article-title":"TSPLIB \u2013 A Traveling Salesman Problem Library","volume":"3","author":"Reinelt","year":"1991","journal-title":"ORSA Journal on Computing"},{"issue":"3","key":"10.3233\/HIS-180258_ref10","doi-asserted-by":"crossref","first-page":"155","DOI":"10.3233\/HIS-180248","article-title":"Plant species identification using leaf biometrics and swarm optimization: A hybrid PSO, GWO, SVM model","volume":"14","author":"Eid","year":"2017","journal-title":"International Journal of Hybrid Intelligent Systems"},{"issue":"4","key":"10.3233\/HIS-180258_ref11","doi-asserted-by":"crossref","first-page":"332","DOI":"10.1080\/08839514.2017.1339983","article-title":"An Application on Mobile Devices with Android and IOS Operating Systems Using Google Maps APIs for the Traveling Salesman Problem","volume":"31","author":"\u0130lhan","year":"2017","journal-title":"Applied Artificial Intelligence"},{"key":"10.3233\/HIS-180258_ref12","doi-asserted-by":"crossref","unstructured":"I. Twir, N. Rokbani and A. Alimi, Ant Supervised by Firefly Algorithm with a Local Search Mechanism, ASFA-2Opt, 2018 \u2013 IEEE International Conference on Control, Automation and Diagnosis, 2018.","DOI":"10.1109\/CADIAG.2018.8751328"},{"key":"10.3233\/HIS-180258_ref13","doi-asserted-by":"crossref","unstructured":"I. Twir, N. Rokbani, A. Haqiq and A. Abraham, Experimental Investigation of Ant Supervised by Simplified PSO with Local Search Mechanism (SAS-PSO-2Opt), in: A. Abraham, A. Haqiq, A. Muda and N. Gandhi, eds, Proceedings of the Ninth International Conference on Soft Computing and Pattern Recognition (SoCPaR 2017), SoCPaR 2017. Advances in Intelligent Systems and Computing, vol 737. Springer, Cham, 2018.","DOI":"10.1007\/978-3-319-76357-6_17"},{"key":"10.3233\/HIS-180258_ref14","doi-asserted-by":"crossref","unstructured":"J. Kennedy and R. Eberhart, Particle swarm optimization, IEEE International Conference on Neural Networks, 1995, pp. 1942\u20131948.","DOI":"10.1109\/ICNN.1995.488968"},{"key":"10.3233\/HIS-180258_ref15","doi-asserted-by":"crossref","unstructured":"K. Jun-Man and Z. Yi, Application of an improved Ant Colony Optimization on generalized Traveling Salesman Problem, Energy Procedia 17 (2012), 319\u2013325.","DOI":"10.1016\/j.egypro.2012.02.101"},{"key":"10.3233\/HIS-180258_ref16","unstructured":"K.P. Wang, L. Huang, C.G. Zhou and W. Pang, Particle swarm optimization for traveling salesman problem, International, Conference on Machine Learning and Cybernetics 3 (2003), 1583\u20131585."},{"issue":"9","key":"10.3233\/HIS-180258_ref18","doi-asserted-by":"crossref","first-page":"1462","DOI":"10.4249\/scholarpedia.1462","article-title":"Swarm intelligence","volume":"2","author":"Dorigo","year":"2007","journal-title":"Scholarpedia"},{"key":"10.3233\/HIS-180258_ref19","doi-asserted-by":"crossref","first-page":"618","DOI":"10.1016\/j.asoc.2009.08.029","article-title":"Simplifying particle swarm optimization","volume":"10","author":"Pedersen","year":"2010","journal-title":"Applied Soft Computing"},{"key":"10.3233\/HIS-180258_ref20","doi-asserted-by":"crossref","unstructured":"M. F\u00f6rster, B. Bicke, B. Hardung and G. K\u00f3kai, Self-Adaptive Ant Colony Optimisation Applied to Function Allocation in Vehicle Networks, in: Proceedings of the 9th annual conference on Genetic and evolutionary computation, 2007, pp 1991\u20131998.","DOI":"10.1145\/1276958.1277352"},{"key":"10.3233\/HIS-180258_ref21","doi-asserted-by":"crossref","first-page":"103","DOI":"10.3906\/elk-1210-147","article-title":"A hierarchic approach based on swarm intelligence to solve traveling salesman problem","volume":"23","author":"Gunduz","year":"2015","journal-title":"Turkish Journal of Elec Eng & Computer Sciences"},{"key":"10.3233\/HIS-180258_ref22","doi-asserted-by":"crossref","first-page":"484","DOI":"10.1016\/j.asoc.2015.01.068","article-title":"A new hybrid method based on Particle Swarm Optimization, Ant Colony Optimization and 3-Opt algorithms for Traveling Salesman Problem","volume":"30","author":"Mahia","year":"2015","journal-title":"Applied Soft Computing"},{"key":"10.3233\/HIS-180258_ref23","doi-asserted-by":"crossref","first-page":"2015","DOI":"10.3906\/elk-1109-44","article-title":"An efficient solving of the traveling salesman problem: The ant colony system having parameters optimized by the Taguchi method","volume":"21","author":"Peker","year":"2013","journal-title":"Turkish Journal of Elec Eng & Computer Sciences"},{"issue":"1","key":"10.3233\/HIS-180258_ref24","first-page":"782","article-title":"Route Optimization by using Multiple Travelling Sales Person Problem in MANETs","volume":"3","author":"Narayana","year":"2018","journal-title":"International Journal of Scientific Research in Computer Science, Engineering and Information Technology"},{"key":"10.3233\/HIS-180258_ref25","doi-asserted-by":"crossref","unstructured":"N. Rokbani, A. Abraham and A.M. Alimi, Fuzzy Ant Supervised by PSO and Simplified Ant Supervised PSO Applied to TSP, The 13th International Conference on Hybrid Intelligent Systems, HIS 2013, Gammarth, Tunisia, December 4\u20136, IEEE 2013, ISBN 978-1- 4799-2438-7, 2013.","DOI":"10.1109\/HIS.2013.6920491"},{"key":"10.3233\/HIS-180258_ref26","unstructured":"N. Rokbani, A.L. Momasso and A.M. Alimi, AS-PSO, Ant Supervised by PSO Meta-heuristic with Application to TSP, Proceedings Engineering & Technology 4 (2013), 148\u2013152."},{"key":"10.3233\/HIS-180258_ref27","doi-asserted-by":"crossref","unstructured":"N. Rokbani and A.M. Alimi, Inverse Kinematics Using Particle Swarm Optimization, A Statistical Analysis, Procedia Engineering 64(Supplement C) (2013), 1602\u20131611.","DOI":"10.1016\/j.proeng.2013.09.242"},{"issue":"5","key":"10.3233\/HIS-180258_ref28","first-page":"593","article-title":"Fuzzy Particle Swarm Optimization with Simulated Annealing and Neighborhood Information Communication for Solving TSP","volume":"2","author":"Abdel-Kader","year":"2011","journal-title":"International Journal of Advanced Computer Science and Applications (IJACSA)"},{"key":"10.3233\/HIS-180258_ref29","first-page":"3760","article-title":"A Neuro-Immune Network for Solving the Traveling Salesman Problem","author":"Pasti","year":"2006","journal-title":"The 2006 IEEE International Joint Conference on Neural Network Proceedings"},{"key":"10.3233\/HIS-180258_ref30","doi-asserted-by":"crossref","first-page":"004866","DOI":"10.1109\/SMC.2016.7844999","article-title":"Ant supervised by PSO and 2-opt algorithm, AS-PSO-2Opt, applied to traveling salesman problem","author":"Kefi","year":"2016","journal-title":"IEEE International conference on System Man and Cybernetics SMC (2016)"},{"issue":"24","key":"10.3233\/HIS-180258_ref31","doi-asserted-by":"crossref","first-page":"7351","DOI":"10.1007\/s00500-016-2279-7","article-title":"FL-MTSP: a fuzzy logic approach to solve the multi-objective multiple traveling salesman problem for multi-robot systems","volume":"21","author":"Trigui","year":"2017","journal-title":"Soft Computing"},{"key":"10.3233\/HIS-180258_ref32","first-page":"228","article-title":"Device clustering for fault monitoring in Internet of Things systems","author":"Zhou","year":"2015","journal-title":"IEEE 2nd World Forum on Internet of Things (WF-IoT)"},{"issue":"10","key":"10.3233\/HIS-180258_ref33","doi-asserted-by":"crossref","first-page":"1454","DOI":"10.1016\/j.ins.2008.12.016","article-title":"A self-organizing neural network using ideas from the immune system to solve the traveling salesman problem","volume":"179","author":"Masutti","year":"2009","journal-title":"Inf Sci"},{"key":"10.3233\/HIS-180258_ref34","doi-asserted-by":"crossref","unstructured":"W. Elloumi, N. Baklouti, A. Abraham and A.M. Alimi, Hybridization of fuzzy PSO and fuzzy ACO applied to TSP, in: 13th International Conference on Hybrid Intelligent Systems (HIS), December, 2013, pp. 106\u2013111.","DOI":"10.1109\/HIS.2013.6920464"},{"key":"10.3233\/HIS-180258_ref35","doi-asserted-by":"crossref","unstructured":"W. Junqiang and O. Aijia, A Hybrid Algorithm of ACO and Delete-Cross Method for TSP, The Proceedings of the 2012 International Conference on Industrial Control and Electronics Engineering, 2012, pp. 1694\u20131696.","DOI":"10.1109\/ICICEE.2012.448"},{"key":"10.3233\/HIS-180258_ref36","first-page":"9","article-title":"An Adaptive Ant Colony Optimization Algorithm and Simulation [J]","volume":"1","author":"Ying","year":"2002","journal-title":"Acta Simulata Systematica Sinica"},{"key":"10.3233\/HIS-180258_ref37","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1109\/CEC.2001.934377","article-title":"Fuzzy adaptive particle swarm optimization","author":"Shi","year":"2001","journal-title":"Proceedings of the 2001 Congress on Evolutionary Computation"},{"key":"10.3233\/HIS-180258_ref38","first-page":"1","article-title":"Discrete greedy flower pollination algorithm for spherical traveling salesman problem","author":"Zhou","year":"2017","journal-title":"Neural Computing and Applications"},{"key":"10.3233\/HIS-180258_ref39","first-page":"126","article-title":"Performance water flow-like algorithm for TSP by improving its local search","volume":"5","author":"Othman","year":"2013","journal-title":"International Journal of Advancements in Computing Technology"}],"container-title":["International Journal of Hybrid Intelligent Systems"],"original-title":[],"link":[{"URL":"https:\/\/content.iospress.com\/download?id=10.3233\/HIS-180258","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T08:52:43Z","timestamp":1777452763000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/full\/10.3233\/HIS-180258"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,17]]},"references-count":38,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.3233\/his-180258","relation":{},"ISSN":["1448-5869","1875-8819"],"issn-type":[{"value":"1448-5869","type":"print"},{"value":"1875-8819","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,17]]}}}