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This paper presents a computation-efficient stochastic dynamic programming algorithm for solving energy storage price arbitrage considering variable charge and discharge efficiencies. We formulate the price arbitrage problem using…

最优化与控制 · 数学 2022-07-08 Ningkun Zheng , Joshua Jaworski , Bolun Xu

This paper presents an integrated model for bidding energy storage in day-ahead and real-time markets to maximize profits. We show that in integrated two-stage bidding, the real-time bids are independent of day-ahead settlements, while the…

最优化与控制 · 数学 2024-04-30 Saud Alghumayjan , Jiajun Han , Ningkun Zheng , Ming Yi , Bolun Xu

An important revenue stream for electric battery operators is often arbitraging the hourly price spreads in the day-ahead auction. The optimal approach to this is challenging if risk is a consideration as this requires the estimation of…

应用统计 · 统计学 2021-09-01 Ekaterina Abramova , Derek Bunn

There has been widespread interest in the use of grid-level storage to handle the variability from increasing penetrations of wind and solar energy. This problem setting requires optimizing energy storage and release decisions for anywhere…

最优化与控制 · 数学 2016-05-06 Tsvetan Asamov , Daniel F. Salas , Warren B. Powell

This paper proposes a novel energy storage price arbitrage algorithm combining supervised learning with dynamic programming. The proposed approach uses a neural network to directly predicts the opportunity cost at different energy storage…

系统与控制 · 电气工程与系统科学 2022-11-22 Ningkun Zheng , Xiaoxiang Liu , Bolun Xu , Yuanyuan Shi

We propose and solve a stochastic dynamic programming (DP) problem addressing the optimal provision of regulation service reserves (RSR) by controlling dynamic demand preferences in smart buildings. A major contribution over past dynamic…

系统与控制 · 计算机科学 2017-07-26 Bowen Zhang , Michael C. Caramanis , John Baillieul

We present an approximate dynamic programming framework for designing degradation-aware market participation policies for battery energy storage systems. The approach employs a tailored value function approximation that reduces the state…

系统与控制 · 电气工程与系统科学 2026-03-24 Flemming Holtorf , Sungho Shin

As the share of variable renewable energy sources increases in the electricity mix, new solutions are needed to build a flexible and reliable grid. Energy arbitrage with battery storage systems supports renewable energy integration into the…

最优化与控制 · 数学 2025-12-17 Alban Puech , Gorazd Dimitrov , Claudia D'Ambrosio

There is a growing interest in using electric vehicles (EVs) and drones for many applications. However, battery-oriented issues, including range anxiety and battery degradation, impede adoption. Battery swap stations are one alternative to…

最优化与控制 · 数学 2022-01-11 Amin Asadi , Sarah Nurre Pinkley

Electricity markets typically clear in two stages: a day-ahead market and a real-time market. In this paper, we propose market mechanisms for a two-stage multi-interval electricity market with energy storage, generators, and demand…

最优化与控制 · 数学 2024-03-08 Rajni Kant Bansal , Enrique Mallada , Patricia Hidalgo-Gonzalez

In response to the increasing deployment of battery storage systems for cost reduction and grid stress mitigation, this study presents the development of a new real-time Markov decision process model to efficiently schedule battery systems…

系统与控制 · 电气工程与系统科学 2024-09-17 Hussein Sharadga , Ahmad Dawahdeh , Golbon Zakeri , Abdullah Hayajneh , Geoff Pritchard

Electricity storage is used for intertemporal price arbitrage and for ancillary services that balance unforeseen supply and demand fluctuations via frequency regulation. We present an optimization model that computes bids for both arbitrage…

最优化与控制 · 数学 2026-05-12 Dirk Lauinger , Luc Coté , Andy Sun

This paper proposes a market mechanism for multi-interval electricity markets with generator and storage participants. Drawing ideas from supply function bidding, we introduce a novel bid structure for storage participation that allows…

最优化与控制 · 数学 2021-10-18 Rajni Kant Bansal , Pengcheng You , Dennice F. Gayme , Enrique Mallada

This paper studies the problem of stochastic dynamic pricing and energy management policy for electric vehicle (EV) charging service providers. In the presence of renewable energy integration and energy storage system, EV charging service…

信号处理 · 电气工程与系统科学 2018-01-09 Chao Luo , Yih-Fang Huang , Vijay Gupta

Volatile electrical energy prices are a challenge and an opportunity for small and medium-size companies in energy-intensive industries. By using electrical energy storage and/or an adaptation of production processes, companies can…

最优化与控制 · 数学 2023-11-21 Michael Stiglmayr , Svenja Uhlemeyer , Björn Uhlemeyer , Markus Zdrallek

Approximate dynamic programming is a popular method for solving large Markov decision processes. This paper describes a new class of approximate dynamic programming (ADP) methods- distributionally robust ADP-that address the curse of…

机器学习 · 统计学 2012-05-22 Marek Petrik

The rapid growth of battery energy storage in wholesale electricity markets calls for a deeper understanding of storage operators' bidding strategies and their market impacts. This study examines energy storage bidding data from the…

系统与控制 · 电气工程与系统科学 2025-01-24 Neal Ma , Ningkun Zheng , Ning Qi , Bolun Xu

We consider the problem of optimal bidding for virtual trading in two-settlement electricity markets. A virtual trader aims to arbitrage on the differences between day-ahead and real-time market prices; both prices, however, are random and…

计算机科学与博弈论 · 计算机科学 2018-08-02 Sevi Baltaoglu , Lang Tong , Qing Zhao

Quick response times are paramount for minimizing downtime in spare parts networks for capital goods, such as medical and manufacturing equipment. To guarantee that the maintenance is performed in a timely fashion, strategic management of…

最优化与控制 · 数学 2019-10-04 Dmitrii Usanov , Anna Pechina , Peter van de Ven , Rob van der Mei

This paper proposes an optimal strategy for a Renewable Energy Community participating in the Italian pay-as-bid ancillary service market. The community is composed by a group of residential customers sharing a common facility equipped with…

系统与控制 · 电气工程与系统科学 2023-11-22 F. Conte , S. Massucco , G. Natrella , M. Saviozzi , F. Silvestro
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