Frameworks and results in distributionally robust optimization

H Rahimian, S Mehrotra - Open Journal of Mathematical Optimization, 2022 - numdam.org
The concepts of risk aversion, chance-constrained optimization, and robust optimization
have developed significantly over the last decade. The statistical learning community has …

Application of two-stage robust optimization theory in power system scheduling under uncertainties: A review and perspective

H Qiu, W Gu, P Liu, Q Sun, Z Wu, X Lu - Energy, 2022 - Elsevier
Multi-uncertainties impose enormous challenges to the optimal scheduling of power
systems, and two-stage robust optimization (TSRO) theory has been widely investigated and …

[PDF][PDF] 新能源电力系统不确定优化调度方法研究现状及展望

林舜江, 冯祥勇, 梁炜焜, 杨悦荣, 刘明波 - 电力系统自动化, 2024 - epjournal.csee.org.cn
风电场和光伏电站出力的不确定性给电力系统优化调度带来很大技术挑战.
文中主要介绍了考虑新能源不确定性的电力系统优化调度方法的研究现状及后续研究方向展望 …

Resilience-oriented planning of integrated electricity and heat systems: A stochastic distributionally robust optimization approach

Y Zhou, X Li, H Han, Z Wei, H Zang, G Sun, S Chen - Applied Energy, 2024 - Elsevier
The resilience management of energy and power systems is of utmost importance in
mitigating the impact of extreme events, which have resulted in devastating disasters and …

Distributionally robust dispatching of multi-community integrated energy system considering energy sharing and profit allocation

Z Siqin, DX Niu, MY Li, T Gao, Y Lu, X Xu - Applied Energy, 2022 - Elsevier
Community energy consumption accounts for a large proportion of total social energy
consumption. Therefore, community integrated energy systems have emerged to satisfy …

A distributionally robust optimization model for unit commitment based on Kullback–Leibler divergence

Y Chen, Q Guo, H Sun, Z Li, W Wu… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
This paper proposes a new distance-based distributionally robust unit commitment (DB-
DRUC) model via Kullback-Leibler (KL) divergence, considering volatile wind power …

Distributionally robust chance-constrained energy management for islanded microgrids

Z Shi, H Liang, S Huang… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
With the development of smart grid, energy management becomes critical for reliable and
efficient operation of power systems. In this paper, we develop a chance-constrained energy …

Power system resilience enhancement in typhoons using a three-stage day-ahead unit commitment

T Ding, M Qu, Z Wang, B Chen, C Chen… - … on Smart Grid, 2020 - ieeexplore.ieee.org
We propose a three-stage resilient unit commitment model which considers uncertain
typhoon paths and line outages to improve the power system resilience against typhoon …

Data-driven adaptive robust unit commitment under wind power uncertainty: A Bayesian nonparametric approach

C Ning, F You - IEEE Transactions on Power Systems, 2019 - ieeexplore.ieee.org
This paper proposes a novel data-driven adaptive robust optimization (ARO) framework for
the unit commitment (UC) problem integrating wind power into smart grids. By leveraging a …

Wasserstein distributionally robust chance-constrained optimization for energy and reserve dispatch: An exact and physically-bounded formulation

A Arrigo, C Ordoudis, J Kazempour, Z De Grève… - European Journal of …, 2022 - Elsevier
In the context of transition towards sustainable, cost-efficient and reliable energy systems,
the improvement of current energy and reserve dispatch models is crucial to properly cope …