SGA: spatial GIS-based genetic algorithm for route optimization of municipal solid waste collection

被引:0
|
作者
Louati Amal
Le Hoang Son
Habib Chabchoub
机构
[1] Sfax University,Research Unit LOGIQ
[2] Vietnam National University,VNU Information Technology Institute
[3] Ton Duc Thang University,Division of Data Science
[4] Ton Duc Thang University,Faculty of Information Technology
[5] Al Ain University of Science and Technology,College of Business
关键词
Genetic algorithm; Solid waste collection; Heuristics; Routing problem;
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学科分类号
摘要
Designing optimization models and meta-heuristic algorithms for minimization of traveling routes of vehicles in solid waste collection has been gaining interest in environmental modeling. The computer models and methods are useful to bring out specific strategies for prevention and precaution of possible disasters that could be foreseen worldwide. This paper proposes a new Spatial Geographic Information System (GIS)-based Genetic Algorithm for optimizing the route of solid waste collection. The proposed algorithm, called SGA, uses a modified version of the original Dijkstra algorithm in GIS to generate optimal solutions for vehicles. Then, a pool of solutions, which are optimal routes of all vehicles, is encoded in Genetic Algorithm. It is iteratively evolved to a better one and finally to the optimal solution. Experiments on the case study at Sfax city in Tunisia are performed to validate the performance of the proposal. It has been shown that the proposed method has better performance than the practical route and the original Dijkstra method.
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页码:27569 / 27582
页数:13
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