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相关论文: Efficient Unit Commitment Constraint Screening und…

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Power systems Unit Commitment (UC) problem determines the generator commitment schedule and dispatch decisions for power networks based on forecasted electricity demand. However, with the increasing penetration of renewables and stochastic…

系统与控制 · 电气工程与系统科学 2023-09-13 Xuan He , Jiayu Tian , Yufan Zhang , Honglin Wen , Yize Chen

Power systems Unit Commitment (UC) problem determines the generator commitment schedule and dispatch decisions to realize the reliable and economic operation of power networks. The growing penetration of stochastic renewables and demand…

系统与控制 · 电气工程与系统科学 2025-07-15 Xuan He , Yuxin Pan , Yize Chen , Danny H. K. Tsang

Unit commitment (UC) are essential tools to transmission system operators for finding the most economical and feasible generation schedules and dispatch signals. Constraint screening has been receiving attention as it holds the promise for…

最优化与控制 · 数学 2022-12-02 Xuan He , Honglin Wen , Yufan Zhang , Yize Chen

Optimization models have been broadly used within side the energy industry as useful decision-making systems for scheduling and dispatching electric powered energy resources; this is applied in a system called unit commitment (UC). Unit…

最优化与控制 · 数学 2022-04-01 Angel Zambrano

The growing uncertainty from renewable power and electricity demand brings significant challenges to unit commitment (UC). While various advanced forecasting and optimization methods have been developed to predict better and address this…

最优化与控制 · 数学 2025-09-30 Rui Xie , Yue Chen , Pierre Pinson

The daily operation of real-world power systems and their underlying markets relies on the timely solution of the unit commitment problem. However, given its computational complexity, several optimization-based methods have been proposed to…

最优化与控制 · 数学 2023-03-24 Mohamed Awadalla , François Bouffard

Keeping the balance between supply and demand is a fundamental task in power system operational planning practices. This task becomes particularly challenging due to the deepening penetration of renewable energy resources, which induces a…

系统与控制 · 电气工程与系统科学 2019-10-24 Xinbo Geng , Le Xie

The transmission-constrained unit commitment (TC-UC) problem is one of the most relevant problems solved by independent system operators for the daily operation of power systems. Given its computational complexity, this problem is usually…

最优化与控制 · 数学 2020-01-27 Salvador Pineda , Juan Miguel Morales , Asunción Jiménez-Cordero

In an attempt to speed up the solution of the unit commitment (UC) problem, both machine-learning and optimization-based methods have been proposed to lighten the full UC formulation by removing as many superfluous line-flow constraints as…

最优化与控制 · 数学 2022-03-15 Álvaro Porras , Salvador Pineda , Juan M. Morales , Asunción Jiménez-Cordero

In many power system optimization problems, we observe that only a small fraction of the line flow constraints ever become active at the optimal solution, despite variations in the load profile and generation costs. This observation has…

最优化与控制 · 数学 2019-04-04 Line Roald , Daniel K. Molzahn

The deepening penetration of renewable energy is challenging how power system operators cope with the associated variability and uncertainty in the unit commitment problem. Given its computational complexity, several optimization-based…

系统与控制 · 电气工程与系统科学 2022-08-26 Mohamed Awadalla , François Bouffard

The Unit Commitment (UC) problem is a key optimization task in power systems to forecast the generation schedules of power units over a finite time period by minimizing costs while meeting demand and technical constraints. However, many…

机器学习 · 计算机科学 2024-10-08 Matthias Pirlet , Adrien Bolland , Gilles Louppe , Damien Ernst

To take unit commitment (UC) decisions under uncertain net load, most studies utilize a stochastic UC (SUC) model that adopts a one-size-fits-all representation of uncertainty. Disregarding contextual information such as weather forecasts…

最优化与控制 · 数学 2022-12-01 Ogun Yurdakul , Feng Qiu , Sahin Albayrak

We propose a novel computational method for unit commitment UC, which does not require linearized approximation and provides several orders of magnitude performance improvement over current state-of-the-art. The performance improvement is…

最优化与控制 · 数学 2026-03-26 Shaked Regev , Eve Tsybina , Slaven Peles

The unit commitment (UC) problem, which determines operating schedules of generation units to meet demand, is a fundamental task in power systems operation. Existing UC methods using mixed-integer programming are not well-suited to highly…

系统与控制 · 电气工程与系统科学 2022-12-13 Patrick de Mars

In this paper, we study unit commitment (UC) problems considering the uncertainty of load and wind power generation. UC problem is formulated as a chance-constrained two-stage stochastic programming problem where the chance constraint is…

最优化与控制 · 数学 2016-11-29 Yao Zhang , Jianxue Wang , Bo Zeng , Zechun Hu

The deep penetration of wind and solar power is a critical component of the future power grid. However, the intermittency and stochasticity of these renewable resources bring significant challenges to the reliable and economic operation of…

最优化与控制 · 数学 2016-08-11 Alvaro Lorca , Xu Andy Sun

Due to the established energy production methods contribution to the climate crisis, renewable energy is to replace a substantial part of coal or nuclear plants to prevent greenhouse gases or toxic waste entering the atmosphere. This…

其他计算机科学 · 计算机科学 2022-04-05 Vincent Meilinger

We expand our novel computational method for unit commitment (UC) to include long-horizon planning. We introduce a fast novel algorithm to commit hydro-generators, provably accurately. We solve problems with thousands of generators at 5…

最优化与控制 · 数学 2026-03-26 Shaked Regev , Eve Tsybina , Slaven Peles

The objective of electric power system operators is to determine cost-effective operating points by resolving optimization problems that include physical and engineering constraints. As empirical evidence and operator experience indicate,…

最优化与控制 · 数学 2023-05-18 Mohamed Awadalla , François Bouffard
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