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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

The rapid growth of data centers driven by cloud computing and artificial intelligence is reshaping infrastructure planning and environmental governance in the United States. Georgia has emerged as a major market for data center…

计算机与社会 · 计算机科学 2026-02-12 Mickey M. Rogers , William M. Ota , Nathaniel Burola , Tepring Piquado

Freshwater scarcity is a global problem that requires collective efforts across all industry sectors. Nevertheless, a lack of access to operational water footprint data bars many applications from exploring optimization opportunities hidden…

机器学习 · 计算机科学 2024-05-30 Pranjol Sen Gupta , Md Rajib Hossen , Pengfei Li , Shaolei Ren , Mohammad A. Islam

The rapid proliferation of data centers in the US - driven partly by the adoption of artificial intelligence - has set off alarm bells about the industry's environmental impact. We compiled detailed information on 2,132 US data centers…

AI computing and data centers consume a large amount of freshwater, both directly for cooling and indirectly for electricity generation. While most attention has been paid to developed countries such as the U.S., this paper presents the…

机器学习 · 计算机科学 2024-12-09 Noah Shumba , Opelo Tshekiso , Pengfei Li , Giulia Fanti , Shaolei Ren

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

With weather becoming more extreme both in terms of longer dry periods and more severe rain events, municipal water networks are increasingly under pressure. The effects include damages to the pipes, flash floods on the streets and combined…

分布式、并行与集群计算 · 计算机科学 2021-02-18 Felix Lorenz , Morgan Geldenhuys , Harald Sommer , Frauke Jakobs , Carsten Lüring , Volker Skwarek , Ilja Behnke , Lauritz Thamsen

Despite the coupled nature of water and electricity demand, the two utilities are often managed by different entities with minimal interaction. Neglecting the water-energy demand nexus leads to to suboptimal management decisions,…

应用统计 · 统计学 2023-11-02 Renee Obringer , Roshanak Nateghi , Jessica Knee , Kaveh Madani , Rohini Kumar

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

California is challenged by its worst drought in 600 years and faces future water uncertainty. Pioneering new data infrastructure to integrate water use data across California's more than a thousand water providers will support water…

计算机与社会 · 计算机科学 2016-09-29 Patrick Atwater , Christopher Tull , Eric Schmitt , Joone Lopez , Drew Atwater , Varun Adibhatla

An issue of great concern as it relates to global warming is power consumption and efficient use of computers especially in large data centers. Data centers have an important role in IT infrastructures because of their huge power…

分布式、并行与集群计算 · 计算机科学 2016-04-18 Aryan Azimzadeh , Nasseh Tabrizi

The growing carbon footprint of artificial intelligence (AI) has been undergoing public scrutiny. Nonetheless, the equally important water (withdrawal and consumption) footprint of AI has largely remained under the radar. For example,…

机器学习 · 计算机科学 2025-03-27 Pengfei Li , Jianyi Yang , Mohammad A. Islam , Shaolei Ren

At present, a major concern regarding data centers is their extremely high energy consumption and carbon dioxide emissions. However, because of the over-provisioning of resources, the utilization of existing data centers is, in fact,…

分布式、并行与集群计算 · 计算机科学 2016-08-03 Xibo Jin , Fa Zhang , Athanasios V. Vasilakos , Zhiyong Liu

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

Modern large-scale data centers are known for their engineering complexity, cooling, and oversubscription challenges. To mitigate these issues, this article proposes the implementation of community data centers that are closer to consumers…

网络与互联网体系结构 · 计算机科学 2025-07-08 Tianhao Zhang

The surging demand for artificial intelligence (AI) has led to a rapid expansion of energy-intensive data centers, contributing to criteria air pollutant emissions and raising public health concerns that have received comparatively limited…

计算机与社会 · 计算机科学 2026-05-19 Yuelin Han , Zhifeng Wu , Pengfei Li , Adam Wierman , Shaolei Ren

Technology use has grown rapidly in recent years. It is infused in virtually every aspect of organizational and individual life. This technology runs on servers, typically in data centers. As workloads grow, more serves are required. Each…

软件工程 · 计算机科学 2023-11-06 Kaushik Dutta , Debra Vandermeer

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

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

The critical need for clean and economical sources of energy is transforming data centers that are primarily energy consumers to also energy producers. We focus on minimizing the operating costs of next-generation data centers that can…

数据结构与算法 · 计算机科学 2013-04-19 Jinlong Tu , Lian Lu , Minghua Chen , Ramesh K. Sitaraman
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