[HTML][HTML] Distributionally robust optimization: A review on theory and applications

F Lin, X Fang, Z Gao - Numerical Algebra, Control and Optimization, 2022 - aimsciences.org
In this paper, we survey the primary research on the theory and applications of
distributionally robust optimization (DRO). We start with reviewing the modeling power and …

Distributionally robust day-ahead scheduling of park-level integrated energy system considering generalized energy storages

C Chen, X Wu, Y Li, X Zhu, Z Li, J Ma, W Qiu, C Liu… - Applied Energy, 2021 - Elsevier
The optimal scheduling of park-level integrated energy system can improve the efficiency of
energy utilization and promote the consumption level of renewable energy. However, the …

Research on power system flexibility considering uncertainties

C Yang, W Sun, D Han, X Yin - Frontiers in Energy Research, 2022 - frontiersin.org
In order to help achieve the goal of carbon peak and carbon neutrality, the large-scale
development and application of clean renewable energy, like wind generation and solar …

Distributionally robust joint chance-constrained dispatch for integrated transmission-distribution systems via distributed optimization

J Zhai, Y Jiang, Y Shi, CN Jones… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This paper focuses on the distributionally robust dispatch for integrated transmission-
distribution (ITD) systems via distributed optimization. Existing distributed algorithms usually …

Three-phase unbalanced distribution network dynamic reconfiguration: A distributionally robust approach

A Zhou, H Zhai, M Yang, Y Lin - IEEE Transactions on Smart …, 2021 - ieeexplore.ieee.org
The active distribution network has witnessed an increasing penetration of distributed
generation (DG) while the stochasticity and variability arising from DGs also impose …

A Wasserstein metric-based distributionally robust optimization approach for reliable-economic equilibrium operation of hydro-wind-solar energy systems

X Jin, B Liu, S Liao, C Cheng, Z Yan - Renewable Energy, 2022 - Elsevier
Hydro-wind-solar integrated operation is a promising way to balance the growing amount of
variable renewable energy (RE) and enhance energy utilization efficiency. This study …

Wasserstein metric-based two-stage distributionally robust optimization model for optimal daily peak shaving dispatch of cascade hydroplants under renewable …

X Jin, B Liu, S Liao, C Cheng, Y Zhang, Z Zhao, J Lu - Energy, 2022 - Elsevier
The integration of large-scale weather-dependent renewable energy (RE) changes how
power grids operate, particularly for peak shaving dispatch. This paper uses flexible …

Tractable convex approximations for distributionally robust joint chance-constrained optimal power flow under uncertainty

L Yang, Y Xu, H Sun, W Wu - IEEE Transactions on Power …, 2021 - ieeexplore.ieee.org
Uncertainty arising from renewable energy results in considerable challenges in optimal
power flow (OPF) analysis. Various chance-constrained approaches are proposed to …

Data-driven distributionally robust timetabling and dynamic-capacity allocation for automated bus systems with modular vehicles

D Xia, J Ma, SS Azadeh, W Zhang - Transportation Research Part C …, 2023 - Elsevier
The collaborative design of the timetable and dynamic-capacity allocation plan of emerging
modular vehicles (MVs) is a promising solution to the mismatch between supply and …

Two-stage self-scheduling of battery swapping station in day-ahead energy and frequency regulation markets

C Wu, X Lin, Q Sui, Z Wang, Z Feng, Z Li - Applied Energy, 2021 - Elsevier
Battery swapping stations (BSS) face two major problems in the frequency regulation
market: 1) battery degradation cost with the effect of regulation, and 2) the uncertainties in …