Title :
Dynamic contract to regulate energy management in microgrids
Author :
Lingjie Duan ; Rui Zhang
Author_Institution :
Eng. Syst. & Design Pillar, Singapore Univ. of Technol. & Design, Singapore, Singapore
Abstract :
Powered by unreliable renewable energy sources, microgrids with limited storage capacities need to purchase supplementary energy from the main grid to support local consumers´ random demand. The high variability of renewable energy increases a microgrid´s energy purchasing fluctuation over time and makes the main grid´s energy generation and supply more unscheduled and risky. This paper proposes a dynamic contract mechanism to regulate microgrids´ energy purchasing over time, while the mismatch between renewable supply and local demand in each microgrid is efficiently resolved. The contract sets time-specific purchasing commitments for a microgrid to fulfill, yet still provides the microgrid with flexibility to change future commitments. Under the contract, a stochastic dynamic program is formulated for each microgrid to update commitments according to current storage status and future load prediction. As the microgrid´s optimal purchase planning is complex to analyze, we further propose a heuristic algorithm to develop a suboptimal purchasing policy which is threshold-based and easy to implement. Extensive simulations show that the proposed contract can significantly reduce microgrids´ purchasing fluctuation even though a large flexibility is allowed to change commitments. The contract smoothes out more purchasing fluctuations when fewer microgrids connect to the main grid or the net load variation in each microgrid increases.
Keywords :
contracts; distributed power generation; energy management systems; heuristic programming; load forecasting; power distribution economics; power distribution planning; power grids; purchasing; stochastic programming; dynamic contract mechanism; energy management regulation; energy purchasing regulation; grid energy generation; heuristic algorithm; load prediction; microgrid energy purchasing fluctuation; optimal purchase planning; stochastic dynamic programming; storage capacity local consumer random demand; suboptimal purchasing policy; unreliable renewable energy source; Aggregates; Benchmark testing; Contracts; Energy storage; Microgrids; Renewable energy sources;
Conference_Titel :
Smart Grid Communications (SmartGridComm), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/SmartGridComm.2013.6688034