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This paper proposes a risk-averse approach to energy storage price arbitrage, leveraging conformal uncertainty quantification for electricity price predictions. The method addresses the significant challenges posed by the inherent…

最优化与控制 · 数学 2024-12-11 Saud Alghumayjan , Ming Yi , Bolun Xu

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

The presence of variable renewable energy resources with uncertain outputs in day-ahead electricity markets results in additional balancing needs in real-time. Addressing those needs cost-effectively and reliably within a competitive market…

系统与控制 · 电气工程与系统科学 2025-01-23 Elina Spyrou , Qiwei Zhang , Robin B. Hytowitz , Ben F. Hobbs , Siddharth Tyagi , Mengmeng Cai , Michael Blonsky

The paper proposes a framework for modeling and analysis of the dynamics of supply, demand, and clearing prices in power system with real-time retail pricing and information asymmetry. Real-time retail pricing is characterized by passing on…

系统与控制 · 计算机科学 2011-06-08 Mardavij Roozbehani , Munther A Dahleh , Sanjoy K Mitter

The transition of the electrical power grid from fossil fuels to renewable sources of energy raises fundamental challenges to the market-clearing algorithms that drive its operations. Indeed, the increased stochasticity in load and the…

Electrified heating systems with thermal storage, such as electric boilers and heat pumps, represent a major source of demand-side flexibility. Under current electricity market designs, balance responsible parties (BRPs) operating such…

系统与控制 · 电气工程与系统科学 2026-02-20 Alessandro Quattrociocchi , Manisha Talukdar , Pere Izquierdo Gómez , Tomislav Dragicevic

Demand-side management presents significant benefits in reducing the energy load in smart grids by balancing consumption demands or including energy generation and/or storage devices in the user's side. These techniques coordinate the…

最优化与控制 · 数学 2016-05-06 Javier Zazo , Santiago Zazo , Sergio Valcarcel Macua

Two-stage robust unit commitment (RUC) models have been widely used for day-ahead energy and reserve scheduling under high renewable integration. The current state of the art relies on budget-constrained polyhedral uncertainty sets to…

最优化与控制 · 数学 2019-05-14 Alexandre Velloso , Alexandre Street , David Pozo , José M. Arroyo , Noemi G. Cobos

In an electric power system, demand fluctuations may result in significant ancillary cost to suppliers. Furthermore, in the near future, deep penetration of volatile renewable electricity generation is expected to exacerbate the variability…

最优化与控制 · 数学 2012-07-13 John N. Tsitsiklis , Yunjian Xu

This paper proposes an agent-based model that combines both spot and balancing electricity markets. From this model, we develop a multi-agent simulation to study the integration of the consumers' flexibility into the system. Our study…

系统与控制 · 计算机科学 2018-02-13 Florian Kühnlenz , Pedro H. J. Nardelli , Santtu Karhinen , Rauli Svento

Despite the success of demand response programs in retail electricity markets in reducing average consumption, the random responsiveness of consumers to price event makes their efficiency questionable to achieve the flexibility needed for…

最优化与控制 · 数学 2019-05-28 René Aïd , Dylan Possamaï , Nizar Touzi

The increase of renewables in the grid and the volatility of the load create uncertainties in the day-ahead prices of electricity markets. Adaptive robust optimization (ARO) and stochastic optimization have been used to make commitment and…

最优化与控制 · 数学 2023-09-18 Dimitris Bertsimas , Angelos G. Koulouras

We consider two market designs for a network of prosumers, trading energy: (i) a centralized design which acts as a benchmark, and (ii) a peer-to-peer market design. High renewable energy penetration requires that the energy market design…

计算机科学与博弈论 · 计算机科学 2020-04-07 Ilia Shilov , Hélène Le Cadre , Ana Busic

Robust planning in interactive scenarios requires predicting the uncertain future to make risk-aware decisions. Unfortunately, due to long-tail safety-critical events, the risk is often under-estimated by finite-sampling approximations of…

机器学习 · 计算机科学 2023-01-13 Haruki Nishimura , Jean Mercat , Blake Wulfe , Rowan McAllister , Adrien Gaidon

As the role of variable renewables in electricity markets expands, new market products help system operators manage imbalances caused by uncertainty and variability. Whereas work in the last decade has focused on constructing demand curves…

系统与控制 · 电气工程与系统科学 2024-10-30 Elina Spyrou , Robin Hytowitz , Benjamin F. Hobbs , Ibrahim Krad , Liping Li , Mengmeng Cai , Michael Blonsky

Load-serving entities which procure electricity from the wholesale electricity market to service end-users face significant quantity and price risks due to the volatile nature of electricity demand and quasi-fixed residential tariffs at…

系统与控制 · 计算机科学 2017-03-21 Datong P. Zhou , Munther A. Dahleh , Claire J. Tomlin

Nowadays, attitudes towards electricity customers have been changed, so that they are no longer considered static players. The customers behavior identification is vital for establishing modern power systems. This paper utilizes the…

系统与控制 · 电气工程与系统科学 2020-10-16 Amir Niromandfam , Saeid Pashaei Choboghloo

The roll-out of stochastic renewable energy sources (RES) undermines the efficiency of power system and market operations. This paper proposes an approach to derive electricity prices that internalize RES stochasticity. We leverage a…

系统与控制 · 电气工程与系统科学 2020-03-31 Robert Mieth , Jip Kim , Yury Dvorkin

The increasing penetration of flexible loads, such as electric vehicles and AI data-centers necessitates new methodologies for quantifying electrical load hosting capacity under operational constraints and flexible connection agreements. We…

系统与控制 · 电气工程与系统科学 2026-04-23 Gobinda Chandra Sarker , Nathan Dahlin

Increased penetration of wind energy will make electricity market prices more volatile. As a result, market participants will bear increased financial risks, which impact investment decisions and in turn, makes it harder to achieve…

最优化与控制 · 数学 2021-04-16 Khaled Alshehri , Subhonmesh Bose , Tamer Başar
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