A Novel Hybrid Whale Optimization Algorithm to Solve a Production-Distribution Network Problem Considering Carbon Emissions

Publish Year: 1398
نوع سند: مقاله ژورنالی
زبان: English
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شناسه ملی سند علمی:

JR_IJE-32-12_011

تاریخ نمایه سازی: 25 خرداد 1399

Abstract:

Nowadays, there is a great deal of attention for regulations of carbon emissions to enforce the decision-makers of production and distribution networks to redesign their systems satisfactorily. The literature has seen a rapid interest in developing novel metaheuristics to solve this problem as a complicated optimization problem. Such difficulties motivate us to address a production-distribution network design problem considering carbon emissions policies among the first studies in this area by a novel hybrid whale optimization algorithm. Accordingly, a mixed integer non-linear programming model has been developed. To tackle the proposed problem, a new hybrid metaheuristic based on whale optimization algorithm and simulated annealing as a successful optimizer is employed to solve the proposed problem. The calibration of the algorithms has been designed by Taguchi method, comprehensively. Finally, an extensive analysis has been evaluated through a comparative study along with some assessment metrics of Pareto solutions.

Authors

Nasrin Mehranfar

Department of Industrial Engineering, Shomal University, Amol, Iran

M. Hajiaghaei-Keshteli

Department of Industrial Engineering, University of Science and Technology of Mazandaran, Behshahr, Iran

Amir Mohammad Fathollahi-Fard

Department of Industrial Engineering and Management Systems, Amirkabir University of Technology, Tehran, Iran