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;
D O I
暂无
中图分类号
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.
引用
收藏
页码:27569 / 27582
页数:13
相关论文
共 50 条
  • [21] The development of an integrated GIS-based optimization framework for power generation from municipal solid waste-to-energy facilities
    Billal, Md Mashum
    Sebastian, Roshni Mary
    Kumar, Amit
    JOURNAL OF CLEANER PRODUCTION, 2024, 434
  • [22] Transportation Route Optimization of Municipal Solid Waste Based on Improved Ant Colony Algorithm in Internet of Vehicles
    Wang, Heng
    Yang, Xianyi
    Meng, Lingxi
    Yin, Xiaoyi
    Wang, Zhanwu
    Wang, Zhenfeng
    Wang, Yanhong
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2025, 74 (02) : 2129 - 2142
  • [23] Optimization of municipal solid waste collection and transportation routes
    Das, Swapan
    Bhattacharyya, Bidyut Kr.
    WASTE MANAGEMENT, 2015, 43 : 9 - 18
  • [24] Optimization of Urban Waste Transportation Route Based on Genetic Algorithm
    Zhang, Yanling
    Luo, Xu
    Han, Xiaoxuan
    Lu, Yongxing
    Wei, Jiacheng
    Yu, Chunyu
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [25] Backtracking search algorithm in CVRP models for efficient solid waste collection and route optimization
    Akhtar, Mahmuda
    Hannan, M. A.
    Begum, R. A.
    Basri, Hassan
    Scavino, Edgar
    WASTE MANAGEMENT, 2017, 61 : 117 - 128
  • [26] Optimization of municipal solid waste collection sites by an integrated spatial analysis approach in Semarang City
    Bimastyaji Surya Ramadan
    Septa Yudha Ardiansyah
    Siti Sendari
    Yudha Gusti Wibowo
    Indriyani Rachman
    Toru Matsumoto
    Journal of Material Cycles and Waste Management, 2024, 26 : 1231 - 1242
  • [27] Optimization of municipal solid waste collection sites by an integrated spatial analysis approach in Semarang City
    Ramadan, Bimastyaji Surya
    Ardiansyah, Septa Yudha
    Sendari, Siti
    Wibowo, Yudha Gusti
    Rachman, Indriyani
    Matsumoto, Toru
    JOURNAL OF MATERIAL CYCLES AND WASTE MANAGEMENT, 2024, 26 (02) : 1231 - 1242
  • [28] OPTIMIZATION OF TECHNOLOGICAL PARAMETERS OF BIODEGRADABLE MUNICIPAL SOLID WASTE COLLECTION
    Chotovinsky, Ondrej
    Altmann, Vlastimil
    Tuma, Ondrej
    TRENDS IN AGRICULTURAL ENGINEERING 2013, 2013, : 259 - 266
  • [29] GIS-based approach to zoning the risk associated with municipal solid waste management: application to regional scale
    Juan Antonio Araiza-Aguilar
    Silke Cram-Heydrich
    Naxhelli Ruiz-Rivera
    Oralia Oropeza-Orozco
    María del Pilar Fernández-Lomelín
    María Neftalí Rojas-Valencia
    Environmental Monitoring and Assessment, 2021, 193
  • [30] GIS-based approach to zoning the risk associated with municipal solid waste management: application to regional scale
    Antonio Araiza-Aguilar, Juan
    Cram-Heydrich, Silke
    Ruiz-Rivera, Naxhelli
    Oropeza-Orozco, Oralia
    del Pilar Fernandez-Lomelin, Maria
    Neftali Rojas-Valencia, Maria
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2021, 193 (02)