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Robust Coordinated Optimization With Adaptive Uncertainty Set for a Multi-Energy Microgrid

delete2023-01-01
delete18
PRE
AI
钟俊杰 cover
钟俊杰 (Junjie Zhong)
李勇 cover
李勇 (Yong Li) *
李勇 cover
李勇 (Yijia Cao)
Y
Yi Tan
彭衍建 cover
彭衍建 (Yanjian Peng)
Y
Yicheng Zhou
Y
Yosuke Nakanishi
Z
Zhengmao Li
DOI:10.1109/TSTE.2022.3203299delete
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Abstract

Abstract

En 中文
With the increasing integration of the multi-energy microgrid (MEM) with the distribution network (DN), the distributed coordination between MEM and DN becomes critical. This paper proposes a distributed scheduling method for the coupled MEM-DN under operational uncertainties. First, a worst-expectation min-max-max-min robust optimization model is formulated for MEM considering the uncertainties of renewable distributed generation (wind and photovoltaic) as well as its class probability. Second, the column and constraint generation algorithm with an alternating iteration strategy (C & CG-AIS) is proposed to accelerate the solution by decoupling the subproblems. Third, the multi-interval convex hull uncertainty set (MCHUS) is proposed to reduce the conservatism of robust optimization by decreasing the low-probability scenarios. Furthermore, the Bregman alternating direction method with multipliers (BADMM) is combined with the alternating optimization procedure (AOP) to overcome the convergence difficulty in the nonconvex distributed MEM-DN model. Finally, the effectiveness of the proposed model and method is verified by simulation tests based on IEEE-33 node DN and a park-level MEM.
Keywords:
Distributed operation
energy hub
multi-energy microgrid
robust optimization
uncertainty sets

Journal

IEEE Transactions on Energy Conversion cover
IEEE Transactions on Energy Conversion
IF:
5.4
Papers:
6.8K
Citations:
1.5W

Organization

W
Waseda University
Scholars:
1.0W
Papers: 8.7K
Citations: 8.3K
N
Nanyang Technological University
Scholars:
4.9W
Papers: 4.8W
Citations: 8.1W
H
hunan university
Scholars:
4.5W
Papers: 3.3W
Citations: 70
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