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Published on: April 1, 2020
Targeted optimal-path problem for electric vehicles with connected charging stations.
1College of Mechanical Engineering, Zhejiang University of Technology, Hangzhou, Zhejiang, China.
This study introduces a new electric vehicle path planning method to reduce range anxiety by minimizing travel and charging costs. The EV-TOP model offers a more realistic solution for electric vehicle navigation with limited battery levels.
Area of Science:
- Transportation Engineering
- Operations Research
- Computer Science
Background:
- Electric vehicles (EVs) face range limitations and
Purpose of the Study:
- To develop a realistic path planning model for electric vehicles (EVs) that addresses limited battery levels and minimizes total travel cost.
- Introduce the electric vehicle targeted optimal-path (EV-TOP) problem, considering charging station waiting times and accurate energy consumption.
- Provide a polynomial-time approximation algorithm for efficient EV route optimization.
Main Methods:
- Decomposition of the EV-TOP into two subproblems: EV1-COP (constrained optimal path) and EV2-SP (shortest path).
- Utilized algorithms: Lagrangian relaxation, Simple Efficient Approximation (SEA), Martins (MS) deletion for EV1-COP, and Dijkstra's algorithm for EV2-SP.
- Incorporated charging station information and real-time traffic data for cost calculation.
Main Results:
- Developed a polynomial-time approximation algorithm for the EV-TOP.
- Demonstrated the performance of the travel cost method in computational studies.
- Validated the EV-TOP model by comparing its performance against a well-known existing method.
Conclusions:
- The proposed EV-TOP model provides a more realistic and efficient approach to electric vehicle path planning.
- The method effectively minimizes travel costs by considering crucial factors like charging wait times.
- The developed algorithm offers a practical solution for mitigating range anxiety in electric vehicles.
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