A Robust Approach to Chance Constrained Optimal Power Flow With Renewable Generation

被引:205
作者
Lubin, Miles [1 ]
Dvorkin, Yury [2 ]
Backhaus, Scott [3 ]
机构
[1] MIT, Ctr Operat Res, Cambridge, MA 02139 USA
[2] Univ Washington, Dept Elect Engn, Seattle, WA 98195 USA
[3] Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USA
关键词
Chance constrained optimization; distributionally robust optimization; optimal power flow; optimization methods; power system economics; wind power integration; wind power uncertainty; wind power variability; UNIT COMMITMENT; OPTIMIZATION;
D O I
10.1109/TPWRS.2015.2499753
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
Optimal Power Flow (OPF) dispatches controllable generation at minimum cost subject to operational constraints on generation and transmission assets. The uncertainty and variability of intermittent renewable generation is challenging current deterministic OPF approaches. Recent formulations of OPF use chance constraints to limit the risk from renewable generation uncertainty, however, these new approaches typically assume the probability distributions which characterize the uncertainty and variability are known exactly. We formulate a robust chance constrained (RCC) OPF that accounts for uncertainty in the parameters of these probability distributions by allowing them to be within an uncertainty set. The RCC OPF is solved using a cutting-plane algorithm that scales to large power systems. We demonstrate the RRC OPF on a modified model of the Bonneville Power Administration network, which includes 2209 buses and 176 controllable generators. Deterministic, chance constrained (CC), and RCC OPF formulations are compared using several metrics including cost of generation, area control error, ramping of controllable generators, and occurrence of transmission line overloads as well as the respective computational performance.
引用
收藏
页码:3840 / 3849
页数:10
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