video

sound

Persian Version

View:

18,103

Download:

8,063

Cites:

Information Journal Paper

Title

SOLVING A BI-OBJECTIVE LOCATION ROUTING PROBLEM BY A NSGA-II COMBINED WITH CLUSTERING APPROACH: APPLICATION IN WASTE COLLECTION PROBLEM

Pages

  13-27

Abstract

 It is observed that the separated design of location for depots and routing for servicing customers often reach a suboptimal solution. So, solving location and routing problem simultaneously could achieve better results. In this paper, WASTE COLLECTION PROBLEM is considered with regard to economic and societal objective functions. A non-dominated sorting genetic algorithm (NSGAII) is used to locate depots and treatment facilities and design the routes starting from depots to serve customers. A new mathematical model is proposed and two objective functions including economic objective (opening cost of depots and TREATMENT FACILITY and transportation cost) and societal objective; that is, negative impact of treatment facilities which are close to towns are addressed in this study. A straightforward order based solution representation is applied for coding solutions of the problem and clustering approach is used to generate appropriate initial solutions. Moreover, three multi-objective decomposition methods including weighted sum, goal programming, and goal attainment are applied to validate the performance of the proposed algorithm. Number of test problems are conducted and the results obtained by algorithms are compared with respect to some comparison metrics. Finally, the experimental results show that the proposed hybrid NSGA-II outperforms all decomposition methods, but the computational times for decomposition methods are less than NSGA-II.

Cites

  • No record.

    • References

  • No record.

    • Related Journal Papers

  • No record.

    • Related Seminar Papers

  • No record.

    • Related Plans

  • No record.

    • Recommended Workshops

    Cite

    APA: Copy

    RABBANI, M., & FARROKHI ASL, H., & ASGARIAN, B. (2017). SOLVING A BI-OBJECTIVE LOCATION ROUTING PROBLEM BY A NSGA-II COMBINED WITH CLUSTERING APPROACH: APPLICATION IN WASTE COLLECTION PROBLEM. JOURNAL OF INDUSTRIAL ENGINEERING INTERNATIONAL, 13(1), 13-27. https://sid.ir/paper/310083/en

    Vancouver: Copy

    RABBANI MASOUD, FARROKHI ASL HAMED, ASGARIAN BAHARE. SOLVING A BI-OBJECTIVE LOCATION ROUTING PROBLEM BY A NSGA-II COMBINED WITH CLUSTERING APPROACH: APPLICATION IN WASTE COLLECTION PROBLEM. JOURNAL OF INDUSTRIAL ENGINEERING INTERNATIONAL. 2017 [cited 2023January30];13(1):13-27. Available from: https://sid.ir/paper/310083/en

    IEEE: Copy

    RABBANI, M., FARROKHI ASL, H., ASGARIAN, B., 2017. SOLVING A BI-OBJECTIVE LOCATION ROUTING PROBLEM BY A NSGA-II COMBINED WITH CLUSTERING APPROACH: APPLICATION IN WASTE COLLECTION PROBLEM. JOURNAL OF INDUSTRIAL ENGINEERING INTERNATIONAL, [online] 13(1), pp.13-27. Available: https://sid.ir/paper/310083/en.