OSCD: An Online Charging Scheduling Algorithm to Optimize Cost and Smoothness

A large number of electric vehicles (EVs) operating in cities result in huge charging demands. For a charging station, it is important to balance between the immediate charging cost and the future maintenance cost. In this paper, we model the two optimization objectives and employ the efficiency coefficient method to transform the two optimization objectives into a single one. In addition, we propose a heuristic algorithm called OSCD (Online Smooth Charging Decision) to coordinate the charging rate of EVs. To evaluate the effectiveness of OSCD, a series of simulations are conducted based on a real-world charging dataset of EVs. The results show that OSCD achieves a nice trade-off between cost and smoothness, while keeping the ratio of service rejection near zero.

[1]  Kshirasagar Naik,et al.  A Novel Online Charging Algorithm for Electric Vehicles Under Stochastic Net-Load , 2018, IEEE Transactions on Smart Grid.

[2]  Bowen Du,et al.  Demand-Aware Charger Planning for Electric Vehicle Sharing , 2018, KDD.

[3]  Ling Guan,et al.  Optimal Scheduling for Charging and Discharging of Electric Vehicles , 2012, IEEE Transactions on Smart Grid.

[4]  Yuansheng Luo,et al.  A Decision Function Based Smart Charging and Discharging Strategy for Electric Vehicle in Smart Grid , 2018, Mobile Networks and Applications.

[5]  Ioannis D. Schizas,et al.  Distributed Power Profile Tracking for Heterogeneous Charging of Electric Vehicles , 2017, IEEE Transactions on Smart Grid.

[6]  Ying Jun Zhang,et al.  Online Coordinated Charging Decision Algorithm for Electric Vehicles Without Future Information , 2013, IEEE Transactions on Smart Grid.

[7]  Wolfgang Ketter,et al.  A Multiagent Approach to Variable-Rate Electric Vehicle Charging Coordination , 2015, AAMAS.

[8]  Minghua Chen,et al.  Peak-minimizing online EV charging: Price-of-uncertainty and algorithm robustification , 2015, 2015 IEEE Conference on Computer Communications (INFOCOM).

[9]  Vijayakumar Krishnasamy,et al.  Optimal Charging Scheduling of Electric Vehicles in Micro Grids Using Priority Algorithms and Particle Swarm Optimization , 2019, Mobile Networks and Applications.

[10]  Xue Liu,et al.  Smart Rate Control and Demand Balancing for Electric Vehicle Charging , 2016, 2016 ACM/IEEE 7th International Conference on Cyber-Physical Systems (ICCPS).

[11]  Nicholas R. Jennings,et al.  An Online Mechanism for Multi-speed Electric Vehicle Charging , 2011, AMMA.

[12]  Canbing Li,et al.  An Optimized EV Charging Model Considering TOU Price and SOC Curve , 2012, IEEE Transactions on Smart Grid.

[13]  Seddik Bacha,et al.  Optimal Minimization of Plug-In Electric Vehicle Charging Cost With Vehicle-to-Home and Vehicle-to-Grid Concepts , 2018, IEEE Transactions on Vehicular Technology.

[14]  Nicholas R. Jennings,et al.  A model-based online mechanism with pre-commitment and its application to electric vehicle charging , 2012, AAMAS.