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A central challenge in using price signals to coordinate the electricity consumption of a group of users is the operator's lack of knowledge of the users due to privacy concerns. In this paper, we develop a two-time-scale incentive…

计算机科学与博弈论 · 计算机科学 2024-04-01 Jiayi Li , Matthew Motoki , Baosen Zhang

Demand side management (DSM) is a key solution for reducing the peak-time power consumption in smart grids. To provide incentives for consumers to shift their consumption to off-peak times, the utility company charges consumers differential…

系统与控制 · 计算机科学 2013-11-11 Linqi Song , Yuanzhang Xiao , Mihaela van der Schaar

Forecasting electricity prices is a challenging task and an active area of research since the 1990s and the deregulation of the traditionally monopolistic and government-controlled power sectors. Although it aims at predicting both spot and…

统计金融 · 定量金融 2025-07-23 Katarzyna Maciejowska , Bartosz Uniejewski , Rafał Weron

One of the major issues with the integration of renewable energy sources into the power grid is the increased uncertainty and variability that they bring. If this uncertainty is not sufficiently addressed, it will limit the further…

最优化与控制 · 数学 2017-05-15 Joshua Comden , Zhenhua Liu , Yue Zhao

In this paper, we study the price responsiveness of electricity consumption from empirical commercial and industrial load data obtained from Texas. Employing a dynamical system perspective, we show that price responsive demand can be…

应用统计 · 统计学 2016-12-16 Jaeyong An , P. R. Kumar , Le Xie

Demand-Side Management (DSM) is a vital tool that can be used to ensure power system reliability and stability. In future smart grids, certain portions of a customers load usage could be under automatic control with a cyber-enabled DSM…

信号处理 · 电气工程与系统科学 2019-10-01 Kostas Hatalis , Parv Venkitasubramaniam , Shalinee Kishore

This paper formalizes a demand response task as an optimization problem featuring a known time-varying engineering cost and an unknown (dis)comfort function. Based on this model, this paper develops a feedback-based projected gradient…

最优化与控制 · 数学 2020-06-15 Ana M. Ospina , Andrea Simonetto , Emiliano Dall'Anese

Long-term planning of a robust power system requires the understanding of changing demand patterns. Electricity demand is highly weather sensitive. Thus, the supply side variation from introducing intermittent renewable sources, juxtaposed…

机器学习 · 计算机科学 2022-09-13 Reshmi Ghosh , Michael Craig , H. Scott Matthews , Constantine Samaras , Laure Berti-Equille

Flexibility is a key enabler for the smart grid, required to facilitate Demand Side Management (DSM) programs, managing electrical consumption to reduce peaks, balance renewable generation and provide ancillary services to the grid.…

系统与控制 · 计算机科学 2017-04-06 Sarah O'Connell , Stefano Riverso

Being able to adjust the demand of electricity can be an effective means for power system operators to compensate fluctuating renewable generation, to avoid grid congestion, and to cope with other contingencies. Electric heating and cooling…

系统与控制 · 计算机科学 2018-06-21 Fabian L. Müller , Bernhard Jansen

As the cost of the residential solar system decreases, rooftop photovoltaic (PV) has been widely integrated into distribution systems. Most rooftop PV systems are installed behind-the-meter (BTM), i.e., only the net demand is metered, while…

信号处理 · 电气工程与系统科学 2022-03-15 Fankun Bu , Rui Cheng , Zhaoyu Wang

Estimating consumer preferences is central to many problems in economics and marketing. This paper develops a flexible framework for learning individual preferences from partial ranking information by interpreting observed rankings as…

机器学习 · 统计学 2026-02-19 Yu-Chang Chen , Chen Chian Fuh , Shang En Tsai

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

In smart grid, the demand side management (DSM) techniques need to be designed to process a large number of controllable loads of several types. In this paper, we proposed a framework to study the demand side management in smart grid which…

系统与控制 · 电气工程与系统科学 2019-06-27 Hayder O. Alwan , Hamidreza Sadeghian , Sherif Abdelwahed

In the restructured electricity industry, electricity pooling markets are an oligopoly with strategic producers possessing private information (private production cost function). We focus on pooling markets where aggregate demand is…

计算机科学与博弈论 · 计算机科学 2014-10-07 Mohammad Rasouli , Demosthenis Teneketzis

In order to increase the electric energy efficiency of production machines, it is necessary to determine the energy demand of the constituent electric loads. Therefore, a new measurement system based on nonintrusive load monitoring is…

其他计算机科学 · 计算机科学 2019-12-04 Christian Gebbe

We consider a smart grid with an independent system operator (ISO), and distributed aggregators who have energy storage and purchase energy from the ISO to serve its customers. All the entities in the system are foresighted: each aggregator…

多智能体系统 · 计算机科学 2014-01-13 Yuanzhang Xiao , Mihaela van der Schaar

The prospective participation of smart buildings in the electricity system is strongly related to the increasing active role of demand-side resources in the electrical grid. In addition, the growing penetration of smart meters and recent…

系统与控制 · 电气工程与系统科学 2019-08-02 Ricardo Fernández-Blanco , Juan Miguel Morales , Salvador Pineda

The smart grid vision entails advanced information technology and data analytics to enhance the efficiency, sustainability, and economics of the power grid infrastructure. Aligned to this end, modern statistical learning tools are leveraged…

机器学习 · 统计学 2015-06-17 Vassilis Kekatos , Yu Zhang , Georgios B. Giannakis

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