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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

Increasingly, homeowners opt for photovoltaic (PV) systems and/or battery storage to minimize their energy bills and maximize renewable energy usage. This has spurred the development of advanced control algorithms that maximally achieve…

机器学习 · 计算机科学 2023-10-31 Gargya Gokhale , Jonas Van Gompel , Bert Claessens , Chris Develder

Radio frequency fingerprint identification (RFFI) is a lightweight device authentication technique particularly desirable for power-constrained devices, e.g., the Internet of things (IoT) devices. Similar to biometric fingerprinting, RFFI…

信号处理 · 电气工程与系统科学 2023-11-27 Lu Yang , Seyit Camtepe , Yansong Gao , Vicky Liu , Dhammika Jayalath

A self-powered autonomous RFID device with sensing and computing capabilities is presented in this paper. Powered by an RF energy-harvesting circuit enhanced by a DC-DC voltage booster in silicon-on-insulator (SOI) technology, the device…

其他计算机科学 · 计算机科学 2018-06-13 D. De Donno , L. Catarinucci , L. Tarricone

More and more conventional electromechanical meters are being replaced with smart meters because of their substantial benefits such as providing faster bi-directional communication between utility services and end users, enabling direct…

机器学习 · 计算机科学 2020-10-27 ibrahim Yilmaz , Ambareen Siraj

In recent years, a number of major improvements were introduced in the area of computer networks, energy-efficient network protocols and network management systems. Software Defined Networking (SDN) as a new paradigm for managing complex…

网络与互联网体系结构 · 计算机科学 2016-09-20 Dimitar Minovski , Eric Rondeau , Jean-Philippe Georges

Today, deep learning optimization is primarily driven by research focused on achieving high inference accuracy and reducing latency. However, the energy efficiency aspect is often overlooked, possibly due to a lack of sustainability mindset…

网络与互联网体系结构 · 计算机科学 2024-06-11 Xiaolong Tu , Anik Mallik , Dawei Chen , Kyungtae Han , Onur Altintas , Haoxin Wang , Jiang Xie

In this paper, an edge-side model training study is conducted on a resource-limited smart meter. The motivation of grid-edge intelligence and the concept of on-device training are introduced. Then, the technical preparation steps for…

机器学习 · 计算机科学 2025-07-10 Jian Huang , Yongli Zhu , Linna Xu , Zhe Zheng , Wenpeng Cui , Mingyang Sun

Most electricity systems worldwide are deploying advanced metering infrastructures to collect relevant operational data. In particular, smart meters allow tracking electricity load consumption at a very disaggregated level and at high…

机器学习 · 统计学 2020-03-09 Andrés M. Alonso , F. Javier Nogales , Carlos Ruiz

One of the most important goals of the 21st century is to change radically the way our society produces and distributes energy. This broad objective embodies in the smart grid's futuristic vision of a completely decentralized system powered…

系统与控制 · 计算机科学 2013-05-20 Nicolas Gensollen , Vincent Gauthier , Michel Marot , Monique Becker

This paper examines the analysis of package power consumption using Intel's telemetry data. It challenges the prevailing belief that hardware choice is the primary determinant of a device's power consumption and instead emphasizes the…

计算机与社会 · 计算机科学 2026-02-27 Harry Cheon , Yuyang Pang , Zhiting Hu , Benjamin Smarr , Julien Sebot , Bijan Arbab , Ahmed Shams

The performance of prediction models is often based on "abstract metrics" that estimate the model's ability to limit residual errors between the observed and predicted values. However, meaningful evaluation and selection of prediction…

机器学习 · 计算机科学 2019-05-13 Saima Aman , Yogesh Simmhan , Viktor K. Prasanna

This survey uncovers the tension between AI techniques designed for energy saving in mobile networks and the energy demands those same techniques create. We compare modeling approaches that estimate power usage cost of current commercial…

网络与互联网体系结构 · 计算机科学 2024-11-05 Kishan Sthankiya , Nagham Saeed , Greg McSorley , Mona Jaber , Richard G. Clegg

Installing smart meters to publish real-time electricity rates has been controversial while it might lead to privacy concerns. Dispatched rates include fine-grained data on aggregate electricity consumption in a zone and could potentially…

系统与控制 · 电气工程与系统科学 2019-12-19 Mahrokh GhoddousiBoroujeni , Dominik Fay , Christos Dimitrakakis , Maryam Kamgarpour

The energy system is rapidly changing to accommodate the increasing number of renewable generators and the general transition towards a more sustainable future. Simultaneously, business models and market designs evolve, affecting power-grid…

适应与自组织系统 · 物理学 2020-03-24 Leonardo Rydin Gorjão , Mehrnaz Anvari , Holger Kantz , Christian Beck , Dirk Witthaut , Marc Timme , Benjamin Schäfer

Increased adoption and deployment of phasor measurement units (PMU) has provided valuable fine-grained data over the grid. Analysis over these data can provide insight into the health of the grid, thereby improving control over operations.…

数据库 · 计算机科学 2016-05-26 Ben McCamish , Rich Meier , Jordan Landford , Robert Bass , Eduardo Cotilla-Sanchez , David Chiu

This paper presents a novel power-band-based data segmentation (PBDS) method to enhance the identification of meter phase and meter-transformer pairing. Meters that share the same transformer or are on the same phase typically exhibit…

系统与控制 · 电气工程与系统科学 2023-09-15 Han Pyo Lee , PJ Rehm , Matthew Makdad , Edmond Miller , Ning Lu

Adhoc wireless network with their changing topology and distributed nature are more prone to intruders. The network monitoring functionality should be in operation as long as the network exists with nil constraints. The efficiency of an…

网络与互联网体系结构 · 计算机科学 2013-12-10 Pokkuluri Kiran Sree , Inampudi Ramesh Babu

The advent of edge devices dedicated to machine learning tasks enabled the execution of AI-based applications that efficiently process and classify the data acquired by the resource-constrained devices populating the Internet of Things. The…

软件工程 · 计算机科学 2023-09-04 Alessandro Tundo , Marco Mobilio , Shashikant Ilager , Ivona Brandić , Ezio Bartocci , Leonardo Mariani

Demand response provides utilities with a mechanism to share with end users the stochasticity resulting from the use of renewable sources. Pricing is accordingly used to reflect energy availability, to allocate such a limited resource to…

人工智能 · 计算机科学 2016-06-08 Andrea Monacchi , Wilfried Elmenreich
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