Optimal black start strategy for microgrids considering the uncertainty using a data-driven chance constrained approach

作者: Xiong Wu , Shuo Shi , Xiuli Wang , Chao Duan , Tao Ding

DOI: 10.1049/IET-GTD.2019.0107

关键词:

摘要: Microgrids may suffer from full blackouts when confronted with unexpected disruptions due to man-made faults or natural disasters. How quickly restore the power supply of microgrids by making use local distributed energy resources (DERs) is therefore a practical issue help ride through blackouts. Accordingly, this study proposes novel black start strategy for determine restoration sequence and optimally allocate DERs after In particular, uncertainty output renewable sources considered using data-driven chance-constrained approach are integrated. The proposed only utilises historical data does not need any prior knowledge about true probability distribution uncertainty. addition, affine-based techniques sample-dependent band functions developed convert problem into tractable mixed-integer linear programming problem. Finally, numerical experiments based on two microgrid test systems performed validate effectiveness model.

参考文章(32)
Binyan Zhao, Xiaodai Dong, Jens Bornemann, Service Restoration for a Renewable-Powered Microgrid in Unscheduled Island Mode IEEE Transactions on Smart Grid. ,vol. 6, pp. 1128- 1136 ,(2015) , 10.1109/TSG.2014.2373272
Rabih A. Jabr, Adjustable Robust OPF With Renewable Energy Sources IEEE Transactions on Power Systems. ,vol. 28, pp. 4742- 4751 ,(2013) , 10.1109/TPWRS.2013.2275013
Zhaoyu Wang, Jianhui Wang, Self-Healing Resilient Distribution Systems Based on Sectionalization Into Microgrids IEEE Transactions on Power Systems. ,vol. 30, pp. 3139- 3149 ,(2015) , 10.1109/TPWRS.2015.2389753
L.H. Fink, Kan-Lee Liou, Chen-Ching Liu, From generic restoration actions to specific restoration strategies IEEE Transactions on Power Systems. ,vol. 10, pp. 745- 752 ,(1995) , 10.1109/59.387912
Amin Khodaei, Resiliency-Oriented Microgrid Optimal Scheduling IEEE Transactions on Smart Grid. ,vol. 5, pp. 1584- 1591 ,(2014) , 10.1109/TSG.2014.2311465
Zhaoyu Wang, Bokan Chen, Jianhui Wang, Jinho Kim, Miroslav M. Begovic, Robust Optimization Based Optimal DG Placement in Microgrids IEEE Transactions on Smart Grid. ,vol. 5, pp. 2173- 2182 ,(2014) , 10.1109/TSG.2014.2321748
Amparo Ba ÍLLO, Antonio Cuevas, Ana Justel, Set estimation and nonparametric detection Canadian Journal of Statistics-revue Canadienne De Statistique. ,vol. 28, pp. 765- 782 ,(2000) , 10.2307/3315915
Yinliang Xu, Wenxin Liu, Novel Multiagent Based Load Restoration Algorithm for Microgrids IEEE Transactions on Smart Grid. ,vol. 2, pp. 152- 161 ,(2011) , 10.1109/TSG.2010.2099675
M.E. Baran, F.F. Wu, Network reconfiguration in distribution systems for loss reduction and load balancing IEEE Power & Energy Magazine. ,vol. 4, pp. 1401- 1407 ,(1989) , 10.1109/61.25627