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Wind speed is a powerful source of renewable energy, which can be used as an alternative to the non-renewable resources for production of electricity. Renewable sources are clean, infinite and do not impact the environment negatively during…

机器学习 · 计算机科学 2024-05-01 Swayamjit Saha

ATLAS, a general-purpose experiment at the Large Hadron Collider (LHC), makes use of a large internationally-distributed computing infrastructure, including over $10^6$ TB of managed data on disk and tape and almost one million…

高能物理 - 实验 · 物理学 2026-04-16 ATLAS Collaboration

Smart manufacturing can significantly improve efficiency and reduce energy consumption, yet the energy demands of AI models may offset these gains. This study utilizes in-situ sensing-based prediction of geometric quality in smart machining…

机器学习 · 计算机科学 2025-12-04 Danny Hoang , Anandkumar Patel , Ruimen Chen , Rajiv Malhotra , Farhad Imani

The world of computing is in rapid transition, now dominated by a world of smartphones and cloud services, with profound implications for the future of advanced scientific computing. Simply put, high-performance computing (HPC) is at an…

分布式、并行与集群计算 · 计算机科学 2022-03-08 Daniel Reed , Dennis Gannon , Jack Dongarra

Fuel cells are a promising power source for future data centers, offering high energy efficiency, low greenhouse gas emissions, and high reliability. However, due to mechanical limitations related to fuel delivery, fuel cells are slow to…

分布式、并行与集群计算 · 计算机科学 2018-06-13 Yang Li , Di Wang , Saugata Ghose , Jie Liu , Sriram Govindan , Sean James , Eric Peterson , John Siegler , Rachata Ausavarungnirun , Onur Mutlu

Quantum computing (QC) is a new paradigm that will revolutionize various areas of computing, especially cloud computing. QC, still in its infancy, is a costly technology capable of operating in highly isolated environments due to its rapid…

分布式、并行与集群计算 · 计算机科学 2024-07-18 Muhammed Golec , Emir Sahin Hatay , Mustafa Golec , Murat Uyar , Merve Golec , Sukhpal Singh Gill

Depending on energy sources and demand, the carbon intensity of the public power grid fluctuates over time. Exploiting this variability is an important factor in reducing the emissions caused by data centers. However, regional differences…

分布式、并行与集群计算 · 计算机科学 2021-10-27 Philipp Wiesner , Ilja Behnke , Dominik Scheinert , Kordian Gontarska , Lauritz Thamsen

The rapid rise in cloud computing has resulted in an alarming increase in data centers' carbon emissions, which now accounts for >3% of global greenhouse gas emissions, necessitating immediate steps to combat their mounting strain on the…

分布式、并行与集群计算 · 计算机科学 2025-03-04 Shiyu Wang , Yinbo Sun , Xiaoming Shi , Shiyi Zhu , Lin-Tao Ma , James Zhang , Yifei Zheng , Jian Liu

Modern data centers suffer from immense power consumption. As a result, data center operators have heavily invested in capacity scaling solutions, which dynamically deactivate servers if the demand is low and activate them again when the…

数据结构与算法 · 计算机科学 2022-04-21 Daan Rutten , Debankur Mukherjee

Quantum computing promises revolutionary advances in modeling materials and molecules. However, the up-to-date runtime estimates for utility-scale applications on certain quantum hardware systems are in the order of years rendering quantum…

量子物理 · 物理学 2025-11-21 Katerina Gratsea , Matthew Otten

The rapid increase in computing demand and its corresponding energy consumption have focused attention on computing's impact on the climate and sustainability. Prior work proposes metrics that quantify computing's carbon footprint across…

分布式、并行与集群计算 · 计算机科学 2024-10-22 Noman Bashir , Varun Gohil , Anagha Belavadi , Mohammad Shahrad , David Irwin , Elsa Olivetti , Christina Delimitrou

We examine the computational energy requirements of different systems driven by the geometrical scaling law, and increasing use of Artificial Intelligence or Machine Learning (AI-ML) over the last decade. With more scientific and technology…

硬件体系结构 · 计算机科学 2022-11-30 Sadasivan Shankar , Albert Reuther

The advent of serverless computing has revolutionized the landscape of cloud computing, offering a new paradigm that enables developers to focus solely on their applications rather than managing and provisioning the underlying…

软件工程 · 计算机科学 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Rafael Capilla

Computation offloading is indispensable for mobile edge computing (MEC). It uses edge resources to enable intensive computations and save energy for resource-constrained devices. Existing works generally impose strong assumptions on radio…

分布式、并行与集群计算 · 计算机科学 2022-01-26 Tianxi Ji , Changqing Luo , Lixing Yu , Qianlong Wang , Siheng Chen , Arun Thapa , Pan Li

Power consumption will be a key constraint on the future growth of Distributed High Throughput Computing (DHTC) as used by High Energy Physics (HEP). This makes performance-per-watt a crucial metric for selecting cost-efficient computing…

分布式、并行与集群计算 · 计算机科学 2016-01-20 David Abdurachmanov , Peter Elmer , Giulio Eulisse , Robert Knight

The widespread use of cloud computing services is expected to deteriorate a Quality of Service and toincrease the power consumption of ICT devices, since the distance to a server becomes longer than before. Migration of virtual machines…

网络与互联网体系结构 · 计算机科学 2013-02-11 Shin-ichi Kuribayashi

It is estimated that data centers constitute 1.5% of global electricity usage. At the same time, to serve increasing user requirements, modern cloud providers are operating multiple geographically distributed data centers. Distributed data…

分布式、并行与集群计算 · 计算机科学 2018-09-18 Dražen Lučanin

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…

网络与互联网体系结构 · 计算机科学 2016-11-17 Lin Wang , Fa Zhang , Jordi Arjona Aroca , Athanasios V. Vasilakos , Kai Zheng , Chenying Hou , Dan Li , Zhiyong Liu

How much energy does a quantum computer consume? Are they more efficient than their classical counterparts? In this work, we make a step towards answering these questions. We define the energy efficiency of a quantum computer as the ratio…

Large-scale battery energy storage systems (BESS) are helping transition the world towards sustainability with their broad use, among others, in electrified transportation, power grid, and renewables. However, optimal power management for…

系统与控制 · 电气工程与系统科学 2023-11-07 Amir Farakhor , Di Wu , Yebin Wang , Huazhen Fang