Adaptive Control of Plug-in Electric Vehicle Charging with Reinforcement Learning

2020 ◽  
Author(s):  
Abdullah Al Zishan ◽  
Moosa Moghimi Haji ◽  
Omid Ardakanian
Keyword(s):  
Adaptive Control ◽  
Reinforcement Learning ◽  
Electric Vehicle ◽  
Electric Vehicle Charging ◽  
Vehicle Charging

The Application of PLC in the Electric Vehicle AC Charging Technology

2013 ◽  
Vol 860-863 ◽  
pp. 1159-1163
Author(s):  
Shi Ming Xu ◽  
Heng Lu ◽  
Shuo Liu ◽  
Feng Wu
Keyword(s):  
Adaptive Control ◽  
Electric Vehicle ◽  
Power Grid ◽  
National Standards ◽  
Load Control ◽  
Charging Infrastructure ◽  
Electric Vehicle Charging ◽  
Communication Modes ◽  
Vehicle Charging ◽  
Over Time

Electric vehicle charging, since the uncertainty of the travel area, and the different load control of the charging infrastructure grid and the different rates over time, needs to face different charging devices and use different charging parameters. The situation is very complex, so electric vehicle needs to be adaptive control for various situations in the charging process. Aiming at the communication between electric vehicle and power grid, there is no relevant national standards promulgated. After comparing several possible communication modes, I choose to use the PLC communication, and SDP for charging device to automatically obtain and connections. Charging parameter passing through the communication between the electric vehicle and charging facilities, in order to realize the adaptive control of electric vehicle charging.

scholarly journals An Online Reinforcement Learning Approach for Dynamic Pricing of Electric Vehicle Charging Stations

IEEE Access ◽  
2020 ◽  
Vol 8 ◽  
pp. 130305-130313
Author(s):  
Valeh Moghaddam ◽  
Amirmehdi Yazdani ◽  
Hai Wang ◽  
David Parlevliet ◽  
Farhad Shahnia
Keyword(s):  
Reinforcement Learning ◽  
Electric Vehicle ◽  
Dynamic Pricing ◽  
Learning Approach ◽  
Electric Vehicle Charging ◽  
Vehicle Charging ◽  
Charging Stations

Coordination of Electric Vehicle Charging Through Multiagent Reinforcement Learning

2020 ◽  
Vol 11 (3) ◽  
pp. 2347-2356 ◽  
Author(s):  
Felipe Leno Da Silva ◽  
Cyntia E. H. Nishida ◽  
Diederik M. Roijers ◽  
Anna H. Reali Costa
Keyword(s):  
Reinforcement Learning ◽  
Electric Vehicle ◽  
Electric Vehicle Charging ◽  
Multiagent Reinforcement Learning ◽  
Vehicle Charging

An Adaptive Charging Control Strategy for Electric Vehicles Based on Wi-Fi Technology

2013 ◽  
Vol 860-863 ◽  
pp. 1153-1158
Author(s):  
Shi Ming Xu ◽  
Wan Xi ◽  
Liu Shuo ◽  
Wu Feng
Keyword(s):  
Adaptive Control ◽  
Electric Vehicle ◽  
Electric Vehicles ◽  
Control Strategy ◽  
Load Control ◽  
Electric Vehicle Charging ◽  
Power Load ◽  
Charging Control ◽  
Vehicle Charging ◽  
Exchange Parameters

The uncertainty of driving area, the power load control of charging facility and charging rates make electric vehicles(EVs) facing different charging facilities, so it is necessary to control charging in the charging process. An adaptive electric vehicle charging control strategy was proposed in this paper. The strategy uses wifi for communication, communicating with charging pile through wifi, charging facilities and electric vehicles can exchange parameters to achieve adaptive control of the charging process. And experiment was conducted for verification.

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