Efficient Metaheuristics for the Mixed Team Orienteering Problem with Time Windows

被引:14
|
作者
Gavalas, Damianos [1 ,2 ]
Konstantopoulos, Charalampos [2 ,3 ]
Mastakas, Konstantinos [2 ,4 ]
Pantziou, Grammati [2 ,5 ]
Vathis, Nikolaos [2 ,6 ]
机构
[1] Univ Aegean, Dept Cultural Technol & Commun, Univ Hill, GR-81100 Mitilini, Lesvos, Greece
[2] Comp Technol Inst & Press Diophantus, D Maritsas Bldg,Nikou Kazantzaki St, Rion 26504, Greece
[3] Univ Piraeus, Dept Informat, 80 M Karaoli & A Dimitriou St, Piraeus 18534, Greece
[4] Natl Tech Univ Athens, Sch Appl Math & Phys Sci, Zografou Campus,Heroon Polytech 9, Zografos 15780, Greece
[5] Technol Educ Inst Athens, Dept Informat, Ag Spiridona St, Aigaleo 12210, Greece
[6] Natl Tech Univ Athens, Sch Elect & Comp Engn, Zografou Campus,Heroon Polytech 9, Zografos 15780, Greece
关键词
Iterated Local Search; Simulated Annealing; Team Orienteering Problem; Arc Orienteering Problem;
D O I
10.3390/a9010006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Given a graph whose nodes and edges are associated with a profit, a visiting (or traversing) time and an admittance time window, the Mixed Team Orienteering Problem with Time Windows (MTOPTW) seeks for a specific number of walks spanning a subset of nodes and edges of the graph so as to maximize the overall collected profit. The visit of the included nodes and edges should take place within their respective time window and the overall duration of each walk should be below a certain threshold. In this paper we introduce the MTOPTW, which can be used for modeling a realistic variant of the Tourist Trip Design Problem where the objective is the derivation of near-optimal multiple-day itineraries for tourists visiting a destination which features several points of interest (POIs) and scenic routes. Since the MTOPTW is a NP-hard problem, we propose the first metaheuristic approaches to tackle it. The effectiveness of our algorithms is validated through a number of experiments on POI and scenic route sets compiled from the city of Athens (Greece).
引用
收藏
页数:21
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