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Participating in demand response programs is a promising tool for reducing energy costs in data centers by modulating energy consumption. Towards this end, data centers can employ a rich set of resource management knobs, such as workload…

分布式、并行与集群计算 · 计算机科学 2017-01-30 Yong Zhan , Mahdi Ghamkhari , Du Xu , Shaolei Ren , Hamed Mohsenian-Rad

Demand Response (DR) is a program designed to match supply and demand by modifying consumption profile. Some of these programs are based on economic incentives, in which, a user is paid to reduce his energy requirements according to an…

计算机科学与博弈论 · 计算机科学 2018-05-31 José Vuelvas , Fredy Ruiz , Giambattista Gruosso

Most demand management approaches with non-mandatory policies assume full users' cooperation, which may not be the case given users' beliefs, needs and preferences. In this paper we propose a mechanism for demand management including…

计算机科学与博弈论 · 计算机科学 2017-10-30 Mateo Alejandro Cortés Guzmán , Eduardo Mojica-Nava

Demand-side response programs which also called Demand Response (DR) are interesting ways to attract consumers' participation in order to improve electric consumption patterns. DR programs motivate customers to change consumption patterns…

物理与社会 · 物理学 2021-11-29 Mohammadreza Shekari , Hamidreza Arasteh , Alireza Sheikhi Fini , Vahid Vahidinasab

In Demand Response programs, price incentives might not be sufficient to modify residential consumers load profile. Here, we consider that each consumer has a preferred profile and a discomfort cost when deviating from it. Consumers can…

最优化与控制 · 数学 2017-12-01 Paulin Jacquot , Olivier Beaude , Nadia Oudjane , Stephane Gaubert

This paper presents a capacity-constrained incentive-based demand response approach for residential smart grids. It aims to maintain electricity grid capacity limits and prevent congestion by financially incentivising end users to reduce or…

机器学习 · 计算机科学 2026-02-19 Shafagh Abband Pashaki , Sepehr Maleki , Amir Badiee

Residential Demand Response has emerged as a viable tool to alleviate supply and demand imbalances of electricity, particularly during times when the electric grid is strained due a shortage of supply. Demand Response providers bid…

计算机科学与博弈论 · 计算机科学 2017-09-05 Datong P. Zhou , Maximilian Balandat , Munther A. Dahleh , Claire J. Tomlin

In this work we investigate the inefficiency of the electricity system with strategic agents. Specifically, we prove that without a proper control the total demand of an inefficient system is at most twice the total demand of the optimal…

计算机科学与博弈论 · 计算机科学 2015-09-10 Carlos Barreto , Eduardo Mojica-Nava , Nicanor Quijano

In collaborative data sharing and machine learning, multiple parties aggregate their data resources to train a machine learning model with better model performance. However, as the parties incur data collection costs, they are only willing…

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

Energy prices and net power injection limitations regulate the operations in distribution grids and typically ensure that operational constraints are met. Nevertheless, unexpected or prolonged abnormal events could undermine the grid's…

系统与控制 · 电气工程与系统科学 2024-03-29 Guido Cavraro , Joshua Comden , Andrey Bernstein

Demand response (DR), as one of the important energy resources in the future's grid, provides the services of peak shaving, enhancing the efficiency of renewable energy utilization with a short response period, and low cost. Various…

人工智能 · 计算机科学 2022-02-10 Kuan-Cheng Lee , Hong-Tzer Yang , Wenjun Tang

Power companies such as Southern California Edison (SCE) uses Demand Response (DR) contracts to incentivize consumers to reduce their power consumption during periods when demand forecast exceeds supply. Current mechanisms in use offer…

计算机科学与博弈论 · 计算机科学 2017-05-23 Reshef Meir , Hongyao Ma , Valentin Robu

The large scale deployment of Advanced Metering Infrastructure among residential energy customers has served as a boon for energy systems research relying on granular consumption data. Residential Demand Response aims to utilize the…

系统与控制 · 计算机科学 2016-07-05 Datong Zhou , Maximilian Balandat , Claire Tomlin

Demand response (DR) refers to change in electricity consumption pattern of customers during on-peak hours in lieu of financial gains to reduce stress on distribution systems. Existing dynamic price models have not provided adequate success…

系统与控制 · 电气工程与系统科学 2021-05-24 Rayees A. Thokar , Nikhil Gupta , K. R. Niazi , Anil Swarnkar , Nand K. Meena

Demand response involves system operators using incentives to modulate electricity consumption during peak hours or when faced with an incidental supply shortage. However, system operators typically have imperfect information about their…

系统与控制 · 电气工程与系统科学 2022-06-23 Bharadwaj Satchidanandan , Mardavij Roozbehani , Munther A. Dahleh

The utility company has many motivations for modifying energy consumption patterns of consumers such as revenue decoupling and demand response programs. We model the utility company--consumer interaction as a principal--agent problem. We…

动力系统 · 数学 2014-04-02 Lillian J. Ratliff , Roy Dong , Henrik Ohlsson , S. Shankar Sastry

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 response providers (DRPs) are intermediaries between the upper-level distribution system operator and the lower-level participants in demand response (DR) programs. Usually, DRPs act as leaders and determine electricity pricing…

系统与控制 · 电气工程与系统科学 2025-09-04 Xin Li , Li Ding , Qiao Lin , Zhen-Wei Yu

Accelerated development of demand response service provision by the residential sector is crucial for reducing carbon-emissions in the power sector. Along with the infrastructure advancement, encouraging the end users to participate is…

人工智能 · 计算机科学 2024-06-11 Nikolina Čović , Jochen L. Cremer , Hrvoje Pandžić
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