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相关论文: Robust Risk-Constrained Unit Commitment with Large…

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As penetration of wind power generation increases, system operators must account for its stochastic nature in a reliable and cost-efficient manner. These conflicting objectives can be traded-off by accounting for the variability and…

最优化与控制 · 数学 2015-11-11 Yury Dvorkin , Miles Lubin , Scott Backhaus , Michael Chertkov

With more renewable energy sources (RES) integrated into the power system, the intermittency of RES places a heavy burden on the system. The uncertainty of RES is traditionally handled by controllable generators to balance the real time…

系统与控制 · 电气工程与系统科学 2024-12-25 Tian Liu , Su Wang , Danny H. K. Tsang

In this paper, we develop a unified framework for studying constrained robust optimal control problems with adjustable uncertainty sets. In contrast to standard constrained robust optimal control problems with known uncertainty sets, we…

最优化与控制 · 数学 2016-06-09 Xiaojing Zhang , Maryam Kamgarpour , Angelos Georghiou , Paul Goulart , John Lygeros

The widespread uncertainties have made the interaction between wind power and power grid more complicated and difficult to model and handle. This paper proposes an approach for the solution of unit commitment (UC) problem incorporating…

系统与控制 · 电气工程与系统科学 2020-01-06 Fang Zhai , Libao Shi

We study linear policy approximations for the risk-conscious operation of an industrial energy system with uncertain wind power, significant and variable electricity demand, and high thermal output, as found in a modern foundry. The system…

最优化与控制 · 数学 2025-11-24 Johannes Nicklaus , Lea Brass , Gunnar Schubert

Uncertainty in renewable energy generation has the potential to adversely impact the operation of electric networks. Numerous approaches to manage this impact have been proposed, ranging from stochastic and chance-constrained programming to…

最优化与控制 · 数学 2024-05-08 Álvaro Porras , Line Roald , Juan Miguel Morales , Salvador Pineda

The exceptional benefits of wind power as an environmentally responsible renewable energy resource have led to an increasing penetration of wind energy in today's power systems. This trend has started to reshape the paradigms of power…

最优化与控制 · 数学 2014-10-01 Alvaro Lorca , Andy Sun

With rapid integration of power sources with uncertainty, robustness must be carefully considered in the transmission constrained unit commitment (TCUC) problem. The overall computational complexity of the robust TCUC methods is closely…

最优化与控制 · 数学 2018-10-16 Xuan Li , Qiaozhu Zhai , Xiaohong Guan

Learning-based techniques have become popular in both model predictive control (MPC) and reinforcement learning (RL). Probabilistic ensemble (PE) models offer a promising approach for modelling system dynamics, showcasing the ability to…

机器学习 · 计算机科学 2024-05-07 Yuan Zhang , Jasper Hoffmann , Joschka Boedecker

Day-ahead unit commitment (UC) is a fundamental task for power system operators, where generator statuses and power dispatch are determined based on the forecasted nodal net demands. The uncertainty inherent in renewables and load…

系统与控制 · 电气工程与系统科学 2024-08-12 Xuan He , Honglin Wen , Yufan Zhang , Yize Chen , Danny H. K. Tsang

With the fast growth of wind power penetration, power systems need additional flexibility to cope with wind power ramping. Several electricity markets have established requirements for flexible ramping capacity (FRC) reserves. This paper…

物理与社会 · 物理学 2017-12-05 Zhiwen Wang , Chen Shen , Feng Liu , Jianhui Wang , Xiangyu Wu

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

Wind energy has been integrated into the power system with the hope that it improves the energy efficiency and decreases greenhouse gas emission. However, several studies over the world imply that the result was in the opposite way that was…

系统与控制 · 电气工程与系统科学 2020-06-02 HyungSeon Oh

Security-Constrained Unit Commitment (SCUC) is one of the most significant problems in secure and optimal operation of modern electricity markets. New sources of uncertainties such as wind speed volatility and price-sensitive loads impose…

最优化与控制 · 数学 2017-01-25 Mahdi Mehrtash , Mahdi Raoofat , Mohammad Mohammadi , Mohammad Hossein Zakernejad

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

Robust optimization (RO) tackles data uncertainty by optimizing for the worst-case scenario of an uncertain parameter and, in its basic form, is sometimes criticized for producing overly-conservative solutions. To reduce the level of…

最优化与控制 · 数学 2022-02-21 Milad Dehghani Filabadi , Houra Mahmoudzadeh

We consider the problem of minimizing costs in the generation unit commitment problem, a cornerstone in electric power system operations, while enforcing an N-k-e reliability criterion. This reliability criterion is a generalization of the…

最优化与控制 · 数学 2014-04-14 Richard Li-Yang Chen , Neng Fan , Ali Pinar , Jean-Paul Watson

This paper introduces a novel approach to addressing uncertainty and associated risks in power system management, focusing on the discrepancies between forecasted and actual values of load demand and renewable power generation. By employing…

最优化与控制 · 数学 2024-08-12 Rene Carmona , Ronnie Sircar , Xinshuo Yang

It is a major task to develop effective strategies for defending the power system against deliberate attacks. It is critical to comprehensively consider the human-related and environmental risks and uncertainties, which is missing in…

最优化与控制 · 数学 2018-02-27 Yingmeng Xiang , Xiaohu Zhang , Di Shi , Yanming Jin , Zhiwei Wang , Lingfeng Wang

In this letter, a novel solution method of generalized robust chance constrained real-time dispatch (GRCC-RTD) considering wind power uncertainty is proposed. GRCC models are advantageous in dealing with distributional uncertainty, however,…

信号处理 · 电气工程与系统科学 2018-01-12 Anping Zhou , Ming Yang , Zhaoyu Wang