A Dynamic Multistage Stochastic Unit Commitment Formulation for Intraday Markets

被引:21
作者
Analui, Bita [1 ]
Scaglione, Anna [1 ]
机构
[1] Arizona State Univ, Sch Elect Comp & Energy Engn, Tempe, AZ 85287 USA
基金
美国国家科学基金会;
关键词
Stochastic unit commitment; multistage stochastic optimization; intraday markets; load scenario tree library; SECURITY; ALGORITHM;
D O I
10.1109/TPWRS.2017.2768384
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
As net-load becomes less predictable there is a lot of pressure in changing decision models for power markets such that they account explicitly for future scenarios in making commitment decisions. This paper proposes to make commitment decisions with multiple gate closures. Our proposed model also leverages a state-space formulation for the commitment variables, through which the operational constraints of generation units participating in the market are respected. We also study the problem of constructing scenario tree approximations for stochastic processes and evaluate our algorithms on scenario tree libraries derived from real net-load data.
引用
收藏
页码:3653 / 3663
页数:11
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