{"title":"时变旅行商问题的蚁群优化","authors":"Petra Tomanová, Vladimír Holý","doi":"10.1145/3396474.3396485","DOIUrl":null,"url":null,"abstract":"In this paper, the time-dependent travelling salesman problem (TDTSP) is reviewed and the heuristic based on ant colony optimization for solving the TDTSP is proposed. The TDTSP is an extension of the classical travelling salesman problem in which the edge costs depend on the order in which the edges are visited. This extension is even more computationally complex than the original problem and therefore a heuristic must be used in order to get a solution close to the optimal one for larger-scale problems. We combine the ant colony optimization algorithm with a modified local search and apply the heuristic to a simplified version of the flying tourist problem.","PeriodicalId":408084,"journal":{"name":"Proceedings of the 2020 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Ant Colony Optimization for Time-Dependent Travelling Salesman Problem\",\"authors\":\"Petra Tomanová, Vladimír Holý\",\"doi\":\"10.1145/3396474.3396485\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, the time-dependent travelling salesman problem (TDTSP) is reviewed and the heuristic based on ant colony optimization for solving the TDTSP is proposed. The TDTSP is an extension of the classical travelling salesman problem in which the edge costs depend on the order in which the edges are visited. This extension is even more computationally complex than the original problem and therefore a heuristic must be used in order to get a solution close to the optimal one for larger-scale problems. We combine the ant colony optimization algorithm with a modified local search and apply the heuristic to a simplified version of the flying tourist problem.\",\"PeriodicalId\":408084,\"journal\":{\"name\":\"Proceedings of the 2020 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-03-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2020 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3396474.3396485\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2020 4th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3396474.3396485","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Ant Colony Optimization for Time-Dependent Travelling Salesman Problem
In this paper, the time-dependent travelling salesman problem (TDTSP) is reviewed and the heuristic based on ant colony optimization for solving the TDTSP is proposed. The TDTSP is an extension of the classical travelling salesman problem in which the edge costs depend on the order in which the edges are visited. This extension is even more computationally complex than the original problem and therefore a heuristic must be used in order to get a solution close to the optimal one for larger-scale problems. We combine the ant colony optimization algorithm with a modified local search and apply the heuristic to a simplified version of the flying tourist problem.