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The steady growth of artificial intelligence (AI) has accelerated in the recent years, facilitated by the development of sophisticated models such as large language models and foundation models. Ensuring robust and reliable power…

人工智能 · 计算机科学 2025-10-14 Andrea Marinoni , Sai Shivareddy , Pietro Lio' , Weisi Lin , Erik Cambria , Clare Grey

With the growing availability of large-scale datasets, and the popularization of affordable storage and computational capabilities, the energy consumed by AI is becoming a growing concern. To address this issue, in recent years, studies…

机器学习 · 计算机科学 2022-07-22 Roberto Verdecchia , Luís Cruz , June Sallou , Michelle Lin , James Wickenden , Estelle Hotellier

With the rise of AI in recent years and the increase in complexity of the models, the growing demand in computational resources is starting to pose a significant challenge. The need for higher compute power is being met with increasingly…

The rapid expansion of cloud computing and data center infrastructure has led to significant energy consumption, posing environmental challenges due to the growing carbon footprint. This research explores energy-aware management strategies…

网络与互联网体系结构 · 计算机科学 2025-09-16 Rabab Khan Rongon , Krishna Das

The rapid growth of artificial intelligence (AI) is driving an unprecedented increase in the electricity demand of AI data centers, raising emerging challenges for electric power grids. Understanding the characteristics of AI data center…

系统与控制 · 电气工程与系统科学 2025-11-27 Xin Chen , Xiaoyang Wang , Ana Colacelli , Matt Lee , Le Xie

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

With growing use of internet and exponential growth in amount of data to be stored and processed (known as 'big data'), the size of data centers has greatly increased. This, however, has resulted in significant increase in the power…

分布式、并行与集群计算 · 计算机科学 2014-05-08 Sparsh Mittal

Recent research shows large-scale AI-centric data centers could experience rapid fluctuations in power demand due to varying computation loads, such as sudden spikes from inference or interruption of training large language models (LLMs).…

信号处理 · 电气工程与系统科学 2025-03-12 Mariam Mughees , Yuzhuo Li , Yize Chen , Yunwei Ryan Li

As the Data Science field continues to mature, and we collect more data, the demand to store and analyze them will continue to increase. This increase in data availability and demand for analytics will put a strain on data centers and…

分布式、并行与集群计算 · 计算机科学 2021-02-10 Justin Gould

Thanks to the availability of massive amounts of data, computing resources, and advanced algorithms, AI has entered nearly every sector. This has sparked significant investment and interest, particularly in building data centers with the…

人工智能 · 计算机科学 2025-11-25 Pandu Devarakota , Nicolas Tsesmetzis , Faruk O. Alpak , Apurva Gala , Detlef Hohl

In ours days data centers provide the global community an indispensable service: nearly unlimited access to almost any kind of information we can imagine by supporting most Internet services such as: Web hosting and E-commerce services.…

分布式、并行与集群计算 · 计算机科学 2013-05-28 Iulia Dumitru , Grigore Stamatescu , Ioana Fagarasan , Sergiu Stelian Iliescu

Energy costs are quickly rising in large-scale data centers and are soon projected to overtake the cost of hardware. As a result, data center operators have recently started turning into using more energy-friendly hardware. Despite the…

数据库 · 计算机科学 2009-09-15 Stavros Harizopoulos , Mehul Shah , Justin Meza , Parthasarathy Ranganathan

We live in a world that is experiencing an unprecedented boom of AI applications that increasingly penetrate and enhance all sectors of private and public life, from education, media, medicine, and mobility to the industrial and…

计算机与社会 · 计算机科学 2025-05-27 Kai Ebert , Nicolas Alder , Ralf Herbrich , Philipp Hacker

The rapid expansion of artificial intelligence has significantly increased the electricity, water, and carbon demands of modern data centers, raising sustainability concerns. This study evaluates the environmental footprint of AI server…

计算机与社会 · 计算机科学 2026-01-13 Aadi Patel , Nikhil Mahalingam , Rusheen Patel

Although cloud computing has been transformational to the IT industry, it is built on large data centres that often consume massive amounts of electrical power. Efforts have been made to reduce the energy clouds consume, with certain data…

分布式、并行与集群计算 · 计算机科学 2014-08-28 Francois Rossigneux , Jean-Patrick Gelas , Laurent Lefevre , Marcos Dias de Assuncao

The rapid growth of data volume brings big challenges to the data center computing, and energy efficiency is one of the most concerned problems. Researchers from various fields are now proposing solutions to green the data center…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Runlin Zhou , Yingjie Shi , Chunge Zhu , Fan Liu

This article introduces Follow-Me AI, a concept designed to enhance user interactions with smart environments, optimize energy use, and provide better control over data captured by these environments. Through AI agents that accompany users,…

分布式、并行与集群计算 · 计算机科学 2024-04-24 Alaa Saleh , Praveen Kumar Donta , Roberto Morabito , Naser Hossein Motlagh , Lauri Lovén

The energy consumption of Data Centers (DCs) is a very important figure for the telecommunications operators, not only in terms of cost, but also in terms of operational reliability. A relation between the energy consumption and the weather…

其他计算机科学 · 计算机科学 2018-05-31 Georgios Smpokos , Mohamed A. Elshatshat , Athanasios Lioumpas , Ilias Iliopoulos

Advances in artificial intelligence need to become more resource-aware and sustainable. This requires clear assessment and reporting of energy efficiency trade-offs, like sacrificing fast running time for higher predictive performance.…

机器学习 · 计算机科学 2023-04-18 Raphael Fischer , Matthias Jakobs , Katharina Morik

As AI-driven computing infrastructures rapidly scale, discussions around data center design often emphasize energy consumption, water and electricity usage, workload scheduling, and thermal management. However, these perspectives often…

硬件体系结构 · 计算机科学 2025-02-10 Yuzhuo Li , Yunwei Li
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