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Energy efficiency has emerged as a central challenge for modern high-performance computing (HPC) systems, where escalating computational demands and architectural complexity have led to significant energy footprints. This paper presents the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-06 Kajol Kulkarni , Samuel Kemmler , Anna Schwarz , Gulcin Gedik , Yanxiang Chen , Dimitrios Papageorgiou , Ioannis Kavroulakis , Roman Iakymchuk

In this paper, we consider the expansion of power grids under emerging large loads from data centers and electrified manufacturing. We develop a multi-period grid capacity expansion model to determine optimal investment profiles for power…

Systems and Control · Electrical Eng. & Systems 2026-05-29 Jiyong Lee , Melody Agustin , Joanne Langsdorf , Erhan Kutanolgu , Michael Baldea , Ilias Mitrai

In a decentralized household energy system consisting of various devices such as washing machines, heat pumps, and solar panels, understanding the electric energy consumption and production data at the granularity of the device helps…

Databases · Computer Science 2021-08-04 Jiantao Wu , Fabrizio Orlandi , Tarek AlSkaif , Declan O'Sullivan , Soumyabrata Dev

Controllable building loads have the potential to increase the flexibility of power systems. A key step in developing effective and attainable load control policies is modeling the set of feasible building load profiles. In this paper, we…

Optimization and Control · Mathematics 2018-02-20 Jesus E. Contreras-Ocaña , Miguel A. Ortega-Vazquez , Daniel Kirschen , Baosen Zhang

The escalating challenges of traffic congestion and environmental degradation underscore the critical importance of embracing E-Mobility solutions in urban spaces. In particular, micro E-Mobility tools such as E-scooters and E-bikes, play a…

Artificial Intelligence · Computer Science 2024-11-11 Yue Ding , Sen Yan , Maqsood Hussain Shah , Hongyuan Fang , Ji Li , Mingming Liu

The amount of energy consumed during the execution of software, and the ability to predict future consumption, is an important factor in the design of embedded electronic systems. In this technical report I examine factors in the execution…

Software Engineering · Computer Science 2014-11-11 Jeremy Morse

Electrical energy consumption has been an ongoing research area since the coming of smart homes and Internet of Things devices. Consumption characteristics and usages profiles are directly influenced by building occupants and their…

Other Computer Science · Computer Science 2018-10-26 Thomas Kriechbaumer , Hans-Arno Jacobsen

Data centers are high power consumers and the energy consumption of data centers keeps on rising in spite of all the efforts for increasing the energy efficiency. The need for energy-awareness in data centers makes the use of power modeling…

Signal Processing · Electrical Eng. & Systems 2020-08-07 Mohsen Karimi , Fahimeh Arab

In Cloud Computing platforms the addition of hardware monitoring devices to gather power usage data can be impractical or uneconomical due to the large number of machines to be metered. CloudMonitor, a monitoring tool that can generate…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-17 James William Smith , Ali Khajeh-Hosseini , Jonathan Stuart Ward , Ian Sommerville

Energy disaggregation is the process of estimating the energy consumed by individual electrical appliances given only a time series of the whole-home power demand. Energy disaggregation researchers require datasets of the power demand from…

Databases · Computer Science 2015-09-23 Jack Kelly , William Knottenbelt

An increasing focus on the electricity use and carbon emissions associated with computing has lead to pledges by major cloud computing companies to lower their carbon footprint. Data centers have a unique ability to shift computing load…

Systems and Control · Electrical Eng. & Systems 2022-03-03 Julia Lindberg , Bernard C. Lesieutre , Line A. Roald

Forecasting building energy consumption has become a promising solution in Building Energy Management Systems for energy saving and optimization. Furthermore, it can play an important role in the efficient management of the operation of a…

Machine Learning · Computer Science 2023-12-01 Mohamad Khalil , A. Stephen McGough , Hussain Kazmi , Sara Walker

The popularization of cloud computing has raised concerns over the energy consumption that takes place in data centers. In addition to the energy consumed by servers, the energy consumed by large numbers of network devices emerges as a…

Networking and Internet Architecture · Computer Science 2016-11-17 Lin Wang , Fa Zhang , Jordi Arjona Aroca , Athanasios V. Vasilakos , Kai Zheng , Chenying Hou , Dan Li , Zhiyong Liu

This project describes the electricity demand and energy consumption management system and its application to Southern Peru smelter. It is composed of an hourly demand-forecasting module and of a simulation component for a plant electrical…

Artificial Intelligence · Computer Science 2011-04-20 Juan Ojeda Sarmiento

Memory-centric computing aims to enable computation capability in and near all places where data is generated and stored. As such, it can greatly reduce the large negative performance and energy impact of data access and data movement, by…

Hardware Architecture · Computer Science 2023-09-15 Onur Mutlu

Distribution grid operation faces new challenges caused by a rising share of renewable energy sources and the introduction of additional types of loads to the grid. With the increasing adoption of distributed generation and emerging…

Systems and Control · Electrical Eng. & Systems 2025-11-07 Sebastian Peter , Daniel Feismann , Johannes Bao , Thomas Oberließen , Christian Rehtanz

Understanding electrical energy demand at the consumer level plays an important role in planning the distribution of electrical networks and offering of off-peak tariffs, but observing individual consumption patterns is still expensive. On…

Applications · Statistics 2021-06-29 Gabriel Franco , Camila P. E. de Souza , Nancy L. Garcia

The energy consumption of deep learning models is increasing at a breathtaking rate, which raises concerns due to potential negative effects on carbon neutrality in the context of global warming and climate change. With the progress of…

Computer Vision and Pattern Recognition · Computer Science 2021-10-13 Bo Li , Xinyang Jiang , Donglin Bai , Yuge Zhang , Ningxin Zheng , Xuanyi Dong , Lu Liu , Yuqing Yang , Dongsheng Li

Model predictive control (MPC) strategies can be applied to the coordination of energy hubs to reduce their energy consumption. Despite the effectiveness of these techniques, their potential for energy savings are potentially underutilized…

Optimization and Control · Mathematics 2021-10-06 Nicolas Lefebure , Mohammad Khosravi , Mathias Hudoba de Badyn , Felix Bünning , John Lygeros , Colin Jones , Roy S. Smith

In the past few years, datacenter (DC) energy consumption has become an important issue in technology world. Server consolidation using virtualization and virtual machine (VM) live migration allows cloud DCs to improve resource utilization…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-27 Amir Varasteh , Farzad Tashtarian , Maziar Goudarzi