Tao Tan, Meng Yang, Rui Xie, 等. Adjustable robust optimization with decision-dependent uncertainty for power system problems: A review[J]. Energy Conversion and Economics, 2025,6(3).
Tao Tan, Meng Yang, Rui Xie, et al. Adjustable robust optimization with decision-dependent uncertainty for power system problems: A review[J]. Energy Conversion and Economics, 2025, 6(3).
Tao Tan, Meng Yang, Rui Xie, 等. Adjustable robust optimization with decision-dependent uncertainty for power system problems: A review[J]. Energy Conversion and Economics, 2025,6(3). DOI: 10.1049/enc2.70010.
Tao Tan, Meng Yang, Rui Xie, et al. Adjustable robust optimization with decision-dependent uncertainty for power system problems: A review[J]. Energy Conversion and Economics, 2025, 6(3). DOI: 10.1049/enc2.70010.
Adjustable robust optimization with decision-dependent uncertainty for power system problems: A review
摘要
Abstract
The increasing uncertainty caused by volatile renewable generation and random electricity demand has always been a critical challenge in power system operations. Robust optimization (RO) is a powerful tool for effectively addressing this uncertainty. As the interplay between uncertain factors and decision-making becomes more prevalent
RO with decision-dependent uncertainty (DDU) has attracted increasing attention. DDU significantly changes how the uncertainty set in RO is modelled and how the problems are solved. This study provides a comprehensive overview of the recent developments in RO with DDU for power system problems. We begin by introducing various models of DDU
classified according to their underlying causes. Next
we summarize the state-of-the-art solution algorithms for RO with DDU
such as variants of the column-and-constraint generation (C&CG) algorithm
variants of Benders decomposition
and multiparametric programming. Furthermore
we explore the application of RO with DDU in power systems. Based on our findings
we propose several research directions that may be valuable for future studies.
Robust optimal operating strategy for photovoltaic-storage-load virtual power plant considering dual uncertainties of photovoltaic output and electricity prices
相关作者
Xinyi Zhu
Sheng Zhou
Fucong Xu
Yuge Chen
Hongfei Yu
Xueyuan Cui
Jiajia Yang
Zhicheng Li
相关机构
College of Electrical Engineering, Zhejiang University