期刊
IEEE TRANSACTIONS ON SMART GRID
卷 10, 期 6, 页码 5975-5986出版社
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TSG.2019.2895229
关键词
Alternating direction method of multipliers (ADMM); distributed optimization; misbehavior detection and localization; multi-microgrid system (MMG); energy management and trading
资金
- National Nature Science Foundation of China (NSFC) [51807120]
- NSF of SZU Project [2018033]
- Energy Innovation Programme Office through the National Research Foundation
- Singapore Energy Market Authority [NRF2014EWT-EIRP002-005]
- NSFC [U1766206, 51707069]
- State Key Laboratory of Synthetical Automation for Process Industries [PAL-N201806]
This paper develops a secure distributed transactive energy management (S-DTEM) scheme for multiple interconnected microgrids (MGs). Within the scheme, each MG is managed by a distributed MG energy management system (MG-EMS) which only exchanges information of trading quantities and prices with other MGs to preserve information-privacy. When each MG behaves as a price taker, its S-DTEM dynamically optimizes its energy selling price and operating schedule to minimize its local cost via energy trading with other MGs/main grid. In the meantime, this algorithm can cooperatively minimize the aggregate cost of the interconnected MGs. Finite-time convergence of the S-DTEM can be analytically guaranteed by relaxing the hard operational constraints with quadratic barrier functions. In case that a malicious MG-EMS may misbehave to prohibit the operational schedule from converging to the optimal solution, a misbehavior-detection mechanism is further introduced utilizing the finite-time convergence property. Once the existence of data manipulation is confirmed, a distributed misbehavior-localization algorithm can then identify the most likely misbehaving MG-EMS based on the confidence evaluation of the neighboring MG-EMSs. Simulation results of a 4-MG system demonstrate the effectiveness of the proposed S-DTEM scheme.
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