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Concerns about the environmental footprint of machine learning are increasing. While studies of energy use and emissions of ML models are a growing subfield, most ML researchers and developers still do not incorporate energy measurement as…

信号处理 · 电气工程与系统科学 2024-12-25 Akshaya Jagannadharao , Nicole Beckage , Sovan Biswas , Hilary Egan , Jamil Gafur , Thijs Metsch , Dawn Nafus , Giuseppe Raffa , Charles Tripp

Building environments are significant sources of global energy consumption. To create energy efficient buildings, the first step is to sense and monitor all the energy-consuming appliances in the buildings and record all the energy…

网络与互联网体系结构 · 计算机科学 2016-03-29 Jianli Pan , Shan Zhi Chen , Raj Jain , Subharthi Paul

In this paper we present a systematic review of various home energy management (HEM) schemes. Employment of home energy management programs will make the electricity consumption smarter and more efficient. Advantages of HEM include,…

网络与互联网体系结构 · 计算机科学 2013-07-29 I. Khan , N. Javaid , M. N. Ullah , A. Mahmood , M. U. Farooq

Demand-side management presents significant benefits in reducing the energy load in smart grids by balancing consumption demands or including energy generation and/or storage devices in the user's side. These techniques coordinate the…

最优化与控制 · 数学 2016-05-06 Javier Zazo , Santiago Zazo , Sergio Valcarcel Macua

Managing supply and demand in the electricity grid is becoming more challenging due to the increasing penetration of variable renewable energy sources. As significant end-use consumers, and through better grid integration, buildings are…

系统与控制 · 电气工程与系统科学 2020-08-14 Anjukan Kathirgamanathan , Mattia De Rosa , Eleni Mangina , Donal P. Finn

The integration of renewable energy sources increases the complexity in mantaining the power grid. In particular, the highly dynamic nature of generation and consumption demands for a better utilization of energy resources, which seen the…

Energy meter measures the amount of power consumed by electrical loads in residential, industrial and commercial applications. In this project, the focus goes to the implementation of a smart power measurement system to allocate…

信号处理 · 电气工程与系统科学 2018-08-09 Rozita Teymourzadeh , Ahmed JA Abueida , Kok Wai Chan , Mohamud Iwan S , Vee Hoong Mok

Energy efficiency has emerged as a defining constraint in the evolution of sustainable Internet of Things (IoT) networks. This work moves beyond simulation-based or device-centric studies to deliver measurement-driven, network-level smart…

网络与互联网体系结构 · 计算机科学 2025-10-14 Mohammud J. Bocus , Senhui Qiu , Robert J. Piechocki , Kerstin Eder

As buildings become increasingly connected and sensor-rich, intelligent remote heating control is rapidly superseding conventional local heating control. Such control algorithms often aim at reducing energy consumption by minimizing…

统计方法学 · 统计学 2026-03-10 Antti Solonen , Arttu Häkkinen , Sallamaari Rapo , Antti Mäkinen , Sampo Kaukonen , Felipe Uribe

Promoting and increasing energy efficiency is a promising method of reducing CO2 emissions and avoiding the potentially devastating effects of climate change. The question is: How do we induce a cultural or behavioural change whereby people…

物理与社会 · 物理学 2009-09-29 Federico Gallo , Pierluigi Contucci , Adam Coutts , Ignacio Gallo

Smart meters are of the basic elements in the so-called Smart Grid. These devices, connected to the Internet, keep bidirectional communication with other devices in the Smart Grid structure to allow remote readings and maintenance. As any…

密码学与安全 · 计算机科学 2023-12-14 Rebeca P. Díaz Redondo , Ana Fernández Vilas , Gabriel Fernández dos Reis

With the advent of the Internet of Things (IoT), the percentage of global emissions attributable to Information Systems is expected to further increase in the coming years, due to a proliferation of Internet-connected devices omnipresent in…

软件工程 · 计算机科学 2017-06-22 Nadia Gamez , Jose-Miguel Horcas , Monica Pinto , Lidia Fuentes

Sustainable consumption aims to minimize the environmental and societal impact of the use of services and products. Over-consumption of services and products leads to potential natural resource exhaustion and societal inequalities as access…

神经与进化计算 · 计算机科学 2022-06-10 Thomas Asikis

This paper describes the design, implementation, and user evaluation of an IoT project focused on monitoring and management of user comfort and energy usage in office buildings. The objective is to depict an instructive use case and to…

分布式、并行与集群计算 · 计算机科学 2022-11-04 Milan Milenkovic

ConsumerCheck is an open source data analysis software tailored for analysis of sensory and consumer data. Since some of the implemented methods are generic, such as PCA, PLSR and PCR, other data from other domains may also be analysed with…

人机交互 · 计算机科学 2022-01-12 Oliver Tomic , Alexandra Kuznetsova , Per Bruun Brockhoff , Thomas Graff , Tormod Næs

Increases in energy prices and the global goal of mitigating CO2 emissions necessitate the development of intelligent Building Management Systems (BMS) that operate on an energy-efficient basis. Data Centers, buildings and/or group of…

信号处理 · 电气工程与系统科学 2025-03-19 Xavier Vasques , Thibaut Possompes , Herve Rey , Marine Le Touze , Nicolas Auboin , Emmanuelle Passot , Benoit Lange

The widespread deployment of Advanced Metering Infrastructure has made granular data of residential electricity consumption available on a large scale. Smart meters enable a two way communication between residential customers and utilities.…

系统与控制 · 计算机科学 2016-08-15 Datong Zhou , Maximilian Balandat , Claire Tomlin

The growing popularity of e-mobility, heat pumps, and renewable generation such as photovoltaics is leading to scenarios which the distribution grid was not originally designed for. Moreover, parts of the distribution grid are only sparsely…

网络与互联网体系结构 · 计算机科学 2024-04-04 Simon Grafenhorst , Kevin Förderer , Veit Hagenmeyer

Incorporating AI technologies into digital infrastructure offers transformative potential for energy management, particularly in enhancing energy efficiency and supporting net-zero objectives. However, the complexity of IoT-generated…

计算工程、金融与科学 · 计算机科学 2025-05-12 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim

Heat pumps are essential for decarbonizing residential heating but consume substantial electrical energy, impacting operational costs and grid demand. Many systems run inefficiently due to planning flaws, operational faults, or…

计算机与社会 · 计算机科学 2025-03-24 Tobias Brudermueller , Elgar Fleisch , Marina González Vayá , Thorsten Staake