A new model for minimizing the electric vehicle battery capacity in electric travelling salesman problem with time windows
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Date
2021
Authors
Kazım Erdoǧdu
Korhan Karabulut
Journal Title
Journal ISSN
Volume Title
Publisher
Turkiye Klinikleri
Open Access Color
GOLD
Green Open Access
No
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Publicly Funded
No
Abstract
The growing pollution in the environment and the negative shift in the global climate compel authorities to take action to protect the environment and human health. Transportation is one of the major contributors to this environmental decay. The harmful gases released to the air by the vehicles using petroleum fuel increase each day. One of the solutions is to make a gradual transition to electric vehicles. A major part of manufacturing an electric vehicle is to produce an efficient electric motor and battery for it. Reducing the manufacturing and operating costs of these components will result in reducing the overall costs of electric vehicles. In this study a new variant of the electric travelling salesman problem with time windows (E-TSPTW) was proposed. The objective function of the problem is to minimize the required initial battery capacity of the electric vehicle. For this goal a new energy consumption model considering the load of the vehicle was proposed with three scenarios. The proposed model was solved with a hybrid simulated annealing algorithm for all these scenarios. The performance of the proposed method was compared to the solutions found by a mixed integer linear programming model. The experimental results on the benchmark instances show that up to a 35% reduction in initial battery capacity hence reduction in its cost is possible. © 2021 Elsevier B.V. All rights reserved.
Description
Keywords
Battery Capacity, Electric Travelling Salesman Problem With Time Windows, Energy Consumption, Mixed Integer Linear Programming, Simulated Annealing, Benchmarking, Cost Reduction, Electric Vehicles, Integer Programming, Manufacture, Operating Costs, Secondary Batteries, Simulated Annealing, Traveling Salesman Problem, % Reductions, Battery Capacity, Electric Traveling Salesman Problem With Time Window, Electric Vehicle Batteries, Energy-consumption, Integer Linear Programming, Mixed Integer Linear, Mixed Integer Linear Programming, Negative Shift, Traveling Salesman Problem With Time Windows, Energy Utilization, Benchmarking, Cost reduction, Electric vehicles, Integer programming, Manufacture, Operating costs, Secondary batteries, Simulated annealing, Traveling salesman problem, % reductions, Battery capacity, Electric traveling salesman problem with time window, Electric vehicle batteries, Energy-consumption, Integer Linear Programming, Mixed integer linear, Mixed integer linear programming, Negative shift, Traveling salesman problem with time windows, Energy utilization
Fields of Science
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WoS Q
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OpenCitations Citation Count
1
Source
TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER SCIENCES
Volume
29
Issue
Start Page
2545
End Page
2560
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Scopus : 0
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