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In this paper, we adopt constrastive explanations within an end-user application for temporal planning of smart homes. In this application, users have requirements on the execution of appliance tasks, pay for energy according to dynamic…

人工智能 · 计算机科学 2024-09-23 Xiaowei Liu , Kevin McAreavey , Weiru Liu

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

Residential customers have traditionally not been treated as individual entities due to the high volatility in residential consumption patterns as well as a historic focus on aggregated loads from the utility and system feeder perspective.…

The purpose of this paper is to study conflicting objectives between the grid operator and consumers in a future smart grid. Traditionally, customers in electricity grids have different demand profiles and it is generally assumed that the…

最优化与控制 · 数学 2012-12-11 Naveed Ul Hassan , Xiumin Wang , Shisheng Huang , Chau Yuen

The increasing penetration of renewable energy sources introduces significant challenges to power grid stability, primarily due to their inherent variability. A new opportunity for grid operation is the smart integration of electricity…

最优化与控制 · 数学 2025-10-30 Janik Pinter , Frederik Zahn , Maximilian Beichter , Ralf Mikut , Veit Hagenmeyer

In the Smart Grid environment, the advent of intelligent measuring devices facilitates monitoring appliance electricity consumption. This data can be used in applying Demand Response (DR) in residential houses through data analytics, and…

信号处理 · 电气工程与系统科学 2020-08-10 Abdelkareem Jaradat , Hanan Lutfiyya , Anwar Haque

Human population are striving against energy-related issues that not only affects society and the development of the world, but also causes global warming. A variety of broad approaches have been developed by both industry and the research…

机器学习 · 计算机科学 2020-12-11 Abdullah Alsalemi , Yassine Himeur , Faycal Bensaali , Abbes Amira

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

Power grid frequency control is a demanding task requiring expensive idle power plants to adapt the supply to the fluctuating demand. An alternative approach is controlling the demand side in such a way that certain appliances modify their…

物理与社会 · 物理学 2017-08-09 E. B. Tchawou Tchuisseu , D. Gomila , D. Brunner , P. Colet

The smart power grid aims at harnessing information and communication technologies to enhance reliability and enforce sensible use of energy. Its realization is geared by the fundamental goal of effective management of demand load. In this…

网络与互联网体系结构 · 计算机科学 2010-08-24 Iordanis Koutsopoulos , Leandros Tassiulas

Demand-side response from space heating in residential buildings can potentially provide a huge amount of flexibility for the power system, particularly with deep electrification of the heat sector. In this context, this paper presents a…

系统与控制 · 电气工程与系统科学 2023-02-22 Zihang Dong , Xi Zhang , Goran Strbac

Demand response is considered to be one of the key means through which peak energy demand could be ameliorated. This report presents a requirements elicitation exercise (undertaken in collaboration with the Bristol City Council, UK) to…

计算机与社会 · 计算机科学 2019-08-13 Caroline Bird , Ruzanna Chitchyan

We study the problem of optimal incentive design for voluntary participation of electricity customers in a Direct Load Scheduling (DLS) program, a new form of Direct Load Control (DLC) based on a three way communication protocol between…

系统与控制 · 计算机科学 2013-10-02 Mahnoosh Alizadeh , Yuanzhang Xiao , Anna Scaglione , Mihaela van der Schaar

A Smart Home provides integrating and electronic information services to help residential users manage their energy usage and bill cost but also exposes users to significant privacy risks due to fine-grained information collected by smart…

密码学与安全 · 计算机科学 2019-09-13 Boyang Li , Jie Wu , Yiyu Shi

In coming years residential consumers will face real-time electricity tariffs with energy prices varying day to day, and effective energy saving will require automation - a recommender system, which learns consumer's preferences from her…

机器学习 · 计算机科学 2017-02-01 Mikhail V. Goubko , Sergey O. Kuznetsov , Alexey A. Neznanov , Dmitry I. Ignatov

The growing electricity demand and use of smart appliances are placing pressure on power grids, making efficient energy management more important than ever. The existing energy management systems often prioritize system efficiency (balanced…

多智能体系统 · 计算机科学 2026-02-05 Rabiya Khalid , Evangelos Pournaras

As we transition to renewable energy sources, addressing their inflexibility during peak demand becomes crucial. It is therefore important to reduce the peak load placed on our energy system. For households, this entails spreading…

多智能体系统 · 计算机科学 2023-11-27 Nathan A. Brooks , Simon T. Powers , James M. Borg

Residential consumers can use the demand response program (DRP) if they can utilize the home energy management system (HEMS), which reduces consumer costs by automatically adjusting air conditioning (AC) setpoints and shifting some…

系统与控制 · 电气工程与系统科学 2023-05-16 Reza Nematirad , M. M. Ardehali , Amir Khorsandi

Because of increasing amounts of intermittent and distributed generators in power systems, many demand response programs have been developed to schedule flexible energy consumption. However, proper benchmarks for comparing these methods are…

系统与控制 · 电气工程与系统科学 2021-03-19 Koos van der Linden , Natalia Romero , Mathijs M. de Weerdt

To respond to volatility and congestion in the power grid, demand response (DR) mechanisms allow for shaping the load compared to a base load profile. When tapping on a large population of heterogeneous appliances as a DR resource, the…

系统与控制 · 计算机科学 2014-04-09 Mahnoosh Alizadeh , Anna Scaglione , Andy Applebaum , George Kesidis , Karl Levitt