Optimal Layout of Electric Vehicle Charging Station Locations Considering Dynamic Charging Demand
نویسندگان
چکیده
This paper proposes an optimization method for electric vehicle charging station locations considering dynamic demand. Firstly, the driving characteristics and of are obtained based on trajectory vehicle, demand is predicted using a Monte Carlo simulation. Then mathematical model with goal minimizing overall cost constructed, impact carbon emissions considered in model. In order to better solve location model, improved whale algorithm hybrid strategy proposed. Finally, problem Shenzhen taxi stations analyzed as example. The results show that when number set 19, comprehensive smallest energy saving emission reduction effect good. also has higher solution accuracy convergence speed than other classical algorithms.
منابع مشابه
Optimal Electric Vehicle Charging Station Placement
Many countries like Singapore are planning to introduce Electric Vehicles (EVs) to replace traditional vehicles to reduce air pollution and improve energy efficiency. The rapid development of EVs calls for efficient deployment of charging stations both for the convenience of EVs and maintaining the efficiency of the road network. Unfortunately, existing work makes unrealistic assumption on EV d...
متن کاملOptimal Pricing for Efficient Electric Vehicle Charging Station Management
The rapid development of Electric Vehicles (EVs) seen in recent years has been drawing increasing attentions from the public, markets, decision-makers, and academia. Notwithstanding the progress, issues still remain. Because of the widely complained disadvantages of limited battery capacity and long charging time, charging convenience has become a top concern that greatly hinders the adoption o...
متن کاملEnergy cost minimization in an electric vehicle solar charging station via dynamic programming
Environmental crisis and shortage of fossil fuels make Electric Vehicles (EVs) alternatives for conventional vehicles. With growing numbers of EVs, the coordinated charging is necessary to prevent problems such as large peaks and power losses for grid and to minimize charging costs of EVs for EV owners. Therefore, this paper proposes an optimal charging schedule based on Dynamic Programming (DP...
متن کاملScheduling of Electric Vehicle Charging Station for profit maximization of Vehicles and Station in Uncertainty
Abstract: In this paper, the electric vehicle (EV) charging station scheduling process is designed to maximize the profit of EVs owners and the station operator in two steps. First, a complete model is proposed to formulate the problem of charging and discharging EVs at charging stations in one-day-ahead 24-hours. The purpose of the program is to increase the profits of EVs owners charging stat...
متن کاملOptimal Decentralized Protocols for Electric Vehicle Charging
We propose decentralized algorithms for optimally scheduling electric vehicle (EV) charging. The algorithms exploit the elasticity and controllability of electric vehicle loads in order to fill the valleys in electric demand profiles. We first formulate a global optimization problem, whose objective is to impose a generalized notion of valley-filling, and study the properties of optimal chargin...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Electronics
سال: 2023
ISSN: ['2079-9292']
DOI: https://doi.org/10.3390/electronics12081818