Distributed Scenario-Based Optimization for Asset Management in a Hierarchical Decision Making Environment

被引:0
|
作者
Dalal, Gal [1 ]
Gilboa, Elad [1 ]
Mannor, Shie [1 ]
机构
[1] Technion, Dept Elect Engn, Haifa, Israel
关键词
Asset Management; Cross Entropy; Distributed Computing; Scenario Optimization; Stochastic Optimization;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Asset management attempts to keep the power system in working conditions. It requires much coordination between multiple entities and long term planning often months in advance. In this work we introduce a mid-term asset management formulation as a stochastic optimization problem, that includes three hierarchical layers of decision making, namely the midterm, short-term and real-time. We devise a tractable scenario approximation technique for efficiently assessing the complex implications a maintenance schedule inflicts on a power system. This is done using efficient Monte-Carlo simulations that trade-off between accuracy and tractability. We then present our implementation of a distributed scenario-based optimization algorithm for solving our formulation, and use an updated PJM 5-bus system to show a solution that is cheaper than other maintenance heuristics that are likely to be considered by TSOs.
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页数:9
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