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Demand forecasting in power sector has become an important part of modern demand management and response systems with the rise of smart metering enabled grids. Long Short-Term Memory (LSTM) shows promising results in predicting time series…

机器学习 · 计算机科学 2021-07-30 Koushik Roy , Abtahi Ishmam , Kazi Abu Taher

In the paper, we consider delay-optimal charging scheduling of the electric vehicles (EVs) at a charging station with multiple charge points. The charging station is equipped with renewable energy generation devices and can also buy energy…

最优化与控制 · 数学 2013-01-14 Tian Zhang , Wei Chen , Zhu Han , Zhigang Cao

The problem of heat system pricing is considered. A direct extension of locational marginal prices (LMP) in electricity markets to heat systems may lead to revenue inadequate issues. The underlying reason for such a problem is that, unlike…

系统与控制 · 电气工程与系统科学 2022-08-18 Xinyi Yi , Ye Guo , Hongbin Sun

The modernization of the electrical grid and the installation of smart meters come with many advantages to control and monitoring. However, in the wrong hands, the data might pose a privacy threat. In this paper, we consider the tradeoff…

密码学与安全 · 计算机科学 2015-05-28 Roy Dong , Alvaro A. Cárdenas , Lillian J. Ratliff , Henrik Ohlsson , S. Shankar Sastry

As deploying large amounts of monitoring equipment results in elevated cost and power consumption, novel low-cost monitoring methods are being continuously investigated. A new technique called Power Profile Monitoring (PPM) has recently…

网络与互联网体系结构 · 计算机科学 2025-11-25 Qiaolun Zhang , Patricia Layec , Alix May , Annalisa Morea , Aryanaz Attarpour , Massimo Tornatore

In the present work we tackle the problem of finding the optimal price tariff to be set by a risk-averse electric retailer participating in the pool and whose customers are price-sensitive. We assume that the retailer has access to a…

最优化与控制 · 数学 2022-02-24 Román Pérez-Santalla , Miguel Carrión , Carlos Ruiz

In the past several decades, the world's economy has become increasingly globalized. On the other hand, there are also ideas advocating the practice of ``buy local'', by which people buy locally produced goods and services rather than those…

理论经济学 · 经济学 2023-05-10 Huan Cai , Catherine Xu , Weiyu Xu

Some consumers, particularly households, are unwilling to face volatile electricity prices, and they can perceive as unfair price differentiation in the same local area. For these reasons, nodal prices in distribution networks are rarely…

综合经济学 · 经济学 2021-06-09 Iacopo Savelli , Thomas Morstyn

The participation of electric vehicle (EV) aggregators in real-time electricity markets offers promising revenue opportunities through price-responsive energy arbitrage. A central challenge in economic bidding lies in quantifying the…

最优化与控制 · 数学 2025-10-02 Zhen Zhu , Hongcai Zhang , Yonghua Song

Nothing has done more to empower the free market, enterprise, and meritocracy than the spread of electricity and power to everyone. The power system has been the precursor to the greatest period of innovation in our history and has meant…

综合金融 · 定量金融 2021-03-22 Martin Higgins

The manufacturing industry is under growing pressure to enhance sustainability while preserving economic competitiveness. As a result, manufacturers have been trying to determine how to integrate onsite renewable energy and real-time…

系统与控制 · 电气工程与系统科学 2025-07-22 Hongliang Li , Herschel C. Pangborn , Ilya Kovalenko

This paper develops a machine learning-driven portfolio optimization framework for virtual bidding in electricity markets considering both risk constraint and price sensitivity. The algorithmic trading strategy is developed from the…

机器学习 · 计算机科学 2021-04-08 Yinglun Li , Nanpeng Yu , Wei Wang

This paper presents a dynamic pricing and energy management framework for electric vehicle (EV) charging service providers. To set the charging prices, the service providers faces three uncertainties: the volatility of wholesale electricity…

信号处理 · 电气工程与系统科学 2018-01-10 Chao Luo , Yih-Fang Huang , Vijay Gupta

Demand-side energy management, such as the real-time pricing (RTP) program, offers manufacturers opportunities to reduce energy costs by shifting production to low-price hours. However, this strategy is challenging to implement when machine…

系统与控制 · 电气工程与系统科学 2026-03-17 Hongliang Li , Herschel C. Pangborn , Ilya Kovalenko

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

Flexible loads, i.e. the loads whose power trajectory is not bound to a specific one, constitute a sizable portion of current and future electric demand. This flexibility can be used to improve the performance of the grid, should the right…

最优化与控制 · 数学 2014-07-08 Mahdi Kefayati , Ross Baldick

In many power grids, a large portion of the energy costs for commercial and industrial consumers are set with reference to the coincident peak load, the demand during the maximum system-wide peak, and their own maximum peak load, the…

最优化与控制 · 数学 2024-09-09 Rene Carmona , Xinshuo Yang , Siddharth Bhela , Claire Zeng

Smart grid is a modified form of electrical grid where generation, transmission, distribution and customers are not only connected electrically but also through strong communication network with each other as well as with market, operation…

网络与互联网体系结构 · 计算机科学 2016-11-15 N. Javaid , A. Sharif , A. Mahmood , S. Ahmed , U. Qasim , Z. A. Khan

This work studies how the communication network between proactive consumers affects the power utilization and fairness in a simplified direct-current micro-grid model, composed by three coupled layers: physical (an electric circuit that…

多智能体系统 · 计算机科学 2018-02-13 Florian Kühnlenz , Pedro H. J. Nardelli , Hirley Alves

Accurate day-ahead electricity price forecasting is essential for residential welfare, yet current methods often fall short in forecast accuracy. We observe that commonly used time series models struggle to utilize the prior correlation…

机器学习 · 计算机科学 2024-08-20 Linian Wang , Jianghong Liu , Huibin Zhang , Leye Wang
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