Adaptive Dynamic Programming-Based Optimal Control Scheme for Energy Storage Systems With Solar Renewable Energy

• Published in: IEEE transactions on industrial electronics (1982) Vol. 64; no. 7; pp. 5468 - 5478
• Main Authors: Wei, Qinglai, Shi, Guang, Song, Ruizhuo, Liu, Yu
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.07.2017; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Adaptive algorithms; Adaptive control; Adaptive critic designs; adaptive dynamic programming (ADP); Algorithms; Alternative energy sources; approximate dynamic programming; Batteries; Control theory; Cost analysis; Dynamic programming; Electric rates; Electricity consumption; Electricity pricing; Energy storage; energy storage system; Heuristic algorithms; Iterative algorithms; Iterative methods; Machine learning; Optimal control; Optimization; Performance analysis; Performance indices; Renewable energy; Renewable energy sources; Smart grid; Solar energy; solar renewable energy; Storage systems
• ISSN: 0278-0046; 1557-9948
• DOI: 10.1109/TIE.2017.2674581

In this paper, a novel optimal energy storage control scheme is investigated in smart grid environments with solar renewable energy. Based on the idea of adaptive dynamic programming (ADP), a self-learning algorithm is constructed to obtain the iterative control law sequence of the battery. Based on...