Title :
Coordinated Multi-Microgrids Optimal Control Algorithm for Smart Distribution Management System
Author :
Jiang Wu ; Xiaohong Guan
Author_Institution :
MOE KLINNS Lab. & the Syst. Eng. Inst., Xian Jiaotong Univ., Xian, China
Abstract :
This paper focuses on the decentralized optimal control algorithm for distribution management system by considering distribution network as coupled microgrids. Based on the autonomous control model of each single microgrid, coordinated information and strategies among different microgrids are used to decrease the operating cost of distributed generation, improve the efficiency of the distributed storages utilization, and reduce the complexity of distribution network operation. The optimal control problem of microgrids is modeled as a decentralized partially-observable Markov decision process (DEC-POMDP), and a coordinated dynamic programming algorithm is used to solve the problem by introducing a look-head dual multiplier mechanism as decentralized control signals from centralized information. The performances of this algorithm and the impacts of different coordinated information are discussed by some study cases in the end of this paper.
Keywords :
Markov processes; decentralised control; distributed power generation; dynamic programming; optimal control; power generation control; smart power grids; DEC-POMDP; autonomous control model; coordinated dynamic programming algorithm; coordinated multimicrogrid optimal control algorithm; coupled microgrids; decentralized optimal control algorithm; decentralized partially-observable Markov decision process; distributed generation; distributed storages; distribution network; look-head dual multiplier mechanism; smart distribution management system; Centralized control; Complexity theory; Decentralized control; Joints; Microgrids; Optimal control; Real-time systems; DEC-POMDP; Lagrangian relaxation; distribution management system; distribution network; smart grid;
Journal_Title :
Smart Grid, IEEE Transactions on
DOI :
10.1109/TSG.2013.2269481