Title :
Research and application of the Q-learning for wholesale power markets
Author :
Bach, Thanhquy ; Yao, Jiangang ; Jia Wang ; Shengjie, Yang
Author_Institution :
Electr. Eng. Fac., Hunan Univ., Changsha, China
Abstract :
The open competitive power market makes it possible for participants to gain more profits through strategic bidding. This paper proposes a model being able to the generators compared with the rivals through supply offers and the dispatch load units are able to change their demand bids. Reinforcement Q-learning is considered and it is used to achieve the goal of improving profit for generators. The model is test for 6-bus transmission grid Wood and Wollenberg. The electricity prices are determined at each bus, physical location of the market participants. The experimental results are used to demonstrate the feasibility of the algorithm suitable with the model.
Keywords :
power grids; power markets; power system simulation; power transmission; pricing; 6-bus transmission grid Wood and Wollenberg; Q-learning; dispatch load units; electricity prices; strategic bidding; wholesale power markets; Cost function; Generators; ISO; Learning; Learning systems; Load modeling; Power markets; Q-learning algorithm; locational marginal price; optimal strategy bidding; reinforcement learning; wholesale power market;
Conference_Titel :
Consumer Electronics, Communications and Networks (CECNet), 2012 2nd International Conference on
Conference_Location :
Yichang
Print_ISBN :
978-1-4577-1414-6
DOI :
10.1109/CECNet.2012.6202161