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Monitoring, understanding, and optimizing the energy consumption of Machine Learning (ML) are various reasons why it is necessary to evaluate the energy usage of ML. However, there exists no universal tool that can answer this question for…

机器学习 · 计算机科学 2024-08-28 Charlotte Rodriguez , Laura Degioanni , Laetitia Kameni , Richard Vidal , Giovanni Neglia

In the last decade, extended efforts have been poured into energy efficiency. Several energy consumption datasets were henceforth published, with each dataset varying in properties, uses and limitations. For instance, building energy…

计算机与社会 · 计算机科学 2020-09-18 Yassine Himeur , Abdullah Alsalemi , Faycal Bensaali , Abbes Amira

The Internet of Things adoption in the manufacturing industry allows enterprises to monitor their electrical power consumption in real time and at machine level. In this paper, we follow up on such emerging opportunities for data…

软件工程 · 计算机科学 2021-03-29 Sören Henning , Wilhelm Hasselbring , Heinz Burmester , Armin Möbius , Maik Wojcieszak

Seasonal climate variations affect electricity demand, which in turn affects month-to-month electricity planning and operations. Electricity system planning at the monthly timescale can be improved by adapting climate forecasts to estimate…

系统与控制 · 电气工程与系统科学 2019-11-12 A. R. de Queiroz , D. Mulcahy , A. Sankarasubramanian , J. P. Deane , G. Mahinthakumar , N. Lu , J. F. DeCarolis

Economic model predictive control has been proposed as a means for solving the unit loading and unit allocation problem in multi-chiller cooling plants. The adjective economic stems from the use of financial cost due to electricity…

系统与控制 · 电气工程与系统科学 2025-12-19 Manuel G. Satué , Manuel R. Arahal , Luis F. Acedo , Manuel G. Ortega

Reduced environmental effect, lower operating costs, and a stable and sustainable energy supply for current and future generations are the main reasons why power optimization is important. Power optimization makes ensuring that energy is…

人工智能 · 计算机科学 2024-06-25 Parag Biswas , Abdur Rashid , Angona Biswas , Md Abdullah Al Nasim , Kishor Datta Gupta , Roy George

In the field of algorithms and data structures analysis and design, most of the researchers focus only on the space/time trade-off, and little attention has been paid to energy consumption. Moreover, most of the efforts in the field of…

数据结构与算法 · 计算机科学 2019-11-22 José Fuentes-Sepúlveda , Susana Ladra

Energy consumption analysis of IT-controlled systems can play a major role in minimising the overall energy consumption of such IT systems, during the development phase, or for optimisation in the field. Recently, a precise energy analysis…

编程语言 · 计算机科学 2017-05-03 Bernard van Gastel , Marko van Eekelen

The growing demand for data center capacity, driven by the growth of high-performance computing, cloud computing, and especially artificial intelligence, has led to a sharp increase in data center energy consumption. To improve energy…

分布式、并行与集群计算 · 计算机科学 2026-05-05 Jonathan Bader , Julius Irion , Jannis Kappel , Joel Witzke , Niklas Fomin , Diellza Sherifi , Odej Kao

Buildings account for a substantial portion of global energy consumption. Reducing buildings' energy usage primarily involves obtaining data from building systems and environment, which are instrumental in assessing and optimizing the…

人工智能 · 计算机科学 2024-04-19 Miracle Aniakor , Vinicius V. Cogo , Pedro M. Ferreira

With an increasing share of electric energy produced from non-dispatchable renewable sources both energy storage and demand side management might gain tremendously in importance. While there has been significant progress in general…

物理与社会 · 物理学 2014-01-17 David Kleinhans

The use of steel is essential in many industries, including infrastructure, transportation, and modern architecture. Predicting power consumption in the steel industry is crucial to meet the rising demand for steel and promoting city…

系统与控制 · 电气工程与系统科学 2023-07-18 WT Al-shaibani , Tareq Babaqi , Abdulraqeeb Alsarori

Recent technological advances have greatly improved the performance and features of embedded systems. With the number of just mobile devices now reaching nearly equal to the population of earth, embedded systems have truly become…

硬件体系结构 · 计算机科学 2014-01-07 Sparsh Mittal

Power management is an expensive and important issue for large computational infrastructures such as datacenters, large clusters, and computational grids. However, measuring energy consumption of scalable systems may be impractical due to…

机器学习 · 计算机科学 2017-09-20 Lucas Venezian Povoa , Cesar Marcondes , Hermes Senger

In this paper, we develop an agent-based model which integrates four important elements, i.e. organisational energy management policies/regulations, energy management technologies, electric appliances and equipment, and human behaviour,…

人工智能 · 计算机科学 2016-07-22 Tao Zhang , Peer-Olaf Siebers , Uwe Aickelin

The reduction of the energy consumptions of a Telecommunication Power System represents one of the critical factors of the telecommunication technologies, both to allow a sizeable saving of economic resources and to realize "sustainable"…

物理与社会 · 物理学 2011-02-25 C. Lubritto , A. Petraglia , C. Vetromile , S. Curcuruto , M. Logorelli , G. Marsico , A. D'Onofrio

Understanding the energy consumption patterns of different types of consumers is essential in any planning of energy distribution. However, obtaining consumption information for single individuals is often either not possible or too…

应用统计 · 统计学 2021-12-24 Amanda Lenzi , Camila P. E. de Souza , Ronaldo Dias , Nancy Garcia , Nancy E. Heckman

It is envisioned that building systems will become active participants in the smart grid operation by controlling their energy consumption to optimize complex criteria beyond ensuring local end-use comfort satisfaction. A forecast of the…

最优化与控制 · 数学 2018-06-08 Soumya Kundu , Thiagarajan Ramachandran , Yan Chen , Draguna Vrabie

Urban wastewater sector is being pushed to optimize processes in order to reduce energy consumption without compromising its quality standards. Energy costs can represent a significant share of the global operational costs (between 50% and…

系统与控制 · 计算机科学 2019-05-14 Jorge Filipe , Ricardo J. Bessa , Marisa Reis , Rita Alves , Pedro Póvoa

An accurate energy efficiency analytical model based on a two-mode circuitry was recently proposed; and the model showed that the use of this circuitry can significantly improve a system's energy efficiency. In this paper, we use this…

信号处理 · 电气工程与系统科学 2018-02-28 Jinkun Xu , Yu Chen , Hao Chen , Qimei Cui , Xiaofeng Tao
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