Application of Stochastic Dual Dynamic Programming to the Real-Time Dispatch of Storage Under Renewable Supply Uncertainty

被引:90
|
作者
Papavasiliou, Anthony [1 ]
Mou, Yuting [1 ]
Cambier, Leopold [2 ]
Scieur, Damien [3 ]
机构
[1] Catholic Univ Louvain, Ctr Operat Res & Econometr, B-1348 Louvain La Neuve, Belgium
[2] Stanford Univ, Inst Computat & Math Engn, Stanford, CA 94305 USA
[3] Ecole Normale Super, F-75005 Paris, France
关键词
Dynamic programming; economic dispatch; renewable energy; stochastic programming; storage; OPTIMAL POWER-FLOW; UNIT COMMITMENT; WIND POWER; ENERGY-STORAGE; OPTIMIZATION; FLEXIBILITY; GENERATION; SYSTEM;
D O I
10.1109/TSTE.2017.2748463
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents a multistage stochastic programming formulation of a transmission-constrained economic dispatch subject to multiarea renewable production uncertainty, with a focus on optimizing the dispatch of storage in real-time operations. This problem is resolved using stochastic dual dynamic programming. The applicability of the proposed approach is demonstrated on a realistic case study of the German power system calibrated against the solar and wind power integration levels of 2013-2014, with a 24-h horizon and 15-min time step. The value of the stochastic solution relative to the cost of a deterministic policy amounts to 1.1%, while the value of perfect foresight relative to the cost of the stochastic programming policy amounts to 0.8%. The relative performance of various alternative real-time dispatch policies is analyzed, and the sensitivity of the results is explored.
引用
收藏
页码:547 / 558
页数:12
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