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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…

Computers and Society · Computer Science 2026-01-13 Aadi Patel , Nikhil Mahalingam , Rusheen Patel

With the rapid expansion of Artificial Intelligence, there are expectations for a proportional expansion of economic activity due to increased productivity, and with it energy consumption and its associated environmental consequences like…

General Economics · Economics 2024-09-11 Anthony Harding , Juan Moreno-Cruz

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…

Computers and Society · Computer Science 2026-05-19 Yuelin Han , Zhifeng Wu , Pengfei Li , Adam Wierman , Shaolei Ren

Developing nations are particularly susceptible to the adverse effects of global warming. By 2040, 14 percent of global emissions will come from data centers. This paper presents early findings in the use AI and digital twins to model and…

Computers and Society · Computer Science 2021-09-10 David Ojika , Jayson Strayer , Gaurav Kaul

Data centers are carbon-intensive enterprises due to their massive energy consumption, and it is estimated that data center industry will account for 8\% of global carbon emissions by 2030. However, both technological and policy instruments…

Computers and Society · Computer Science 2022-02-01 Zhiwei Cao , Xin Zhou , Han Hu , Zhi Wang , Yonggang Wen

The rapid rise of generative artificial intelligence (AI) is driving unprecedented growth in global computational demand, placing increasing pressure on electricity systems. This study introduces an AI-energy coupling framework that…

Computers and Society · Computer Science 2026-04-09 Danbo Chen , Zijun Zhou , Yongyang Cai , Jiahong Qin , Ani Katchova , Lei Chen

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…

Software Engineering · Computer Science 2023-11-06 Kaushik Dutta , Debra Vandermeer

The technology industry promotes artificial intelligence (AI) as a key enabler to solve a vast number of problems, including the environmental crisis. However, when looking at the emissions of datacenters from worldwide service providers,…

Computers and Society · Computer Science 2026-01-13 François Rottenberg , Thomas Feys , Liesbet Van der Perre

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…

Networking and Internet Architecture · Computer Science 2025-09-16 Rabab Khan Rongon , Krishna Das

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,…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-03 Xibo Jin , Fa Zhang , Athanasios V. Vasilakos , Zhiyong Liu

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…

Artificial Intelligence · Computer Science 2025-11-25 Pandu Devarakota , Nicolas Tsesmetzis , Faruk O. Alpak , Apurva Gala , Detlef Hohl

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…

Systems and Control · Electrical Eng. & Systems 2025-11-27 Xin Chen , Xiaoyang Wang , Ana Colacelli , Matt Lee , Le Xie

The current paper investigates the influences of AI innovation, GDP growth, renewable energy utilization, the digital economy, and industrialization on CO2 emissions in the USA from 1990 to 2022, incorporating the ARDL methodology. The…

General Economics · Economics 2025-03-27 Adita Sultana , Abdullah Al Abrar Chowdhury , Azizul Hakim Rafi , Abdulla All Noman

This study assesses air quality (AQ) and greenhouse gas (GHG) emissions from the rapid expansion of data centers in Texas, a major hub due to infrastructure, electricity markets, and business conditions. AQ impacts were separated from GHG…

Atmospheric and Oceanic Physics · Physics 2025-09-26 Ebrahim Eslami

Water is a critical resource for data centers and an efficient means of cooling. However, meeting the growing water demand of data centers requires substantial peak water withdrawals, which many communities in the United States cannot…

Computers and Society · Computer Science 2026-03-19 Yuelin Han , Pengfei Li , Adam Wierman , Shaolei Ren

AI data centers (AIDCs) are rapidly increasing electricity demand and associated CO2 emissions, yet they also generate continuous low-grade waste heat. Here, we assess whether this heat can be upgraded by heat pumps to drive direct air…

Optimization and Control · Mathematics 2026-05-14 Zhicong Fang , Boyu Zhang , Jin Shang , Jiaze Ma

The escalating challenge of climate change necessitates an urgent exploration of factors influencing carbon emissions. This study contributes to the discourse by examining the interplay of technological, economic, and demographic factors on…

General Economics · Economics 2025-01-28 Abdullah Al Abrar Chowdhury , Azizul Hakim Rafi , Adita Sultana , Abdulla All Noman

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-10 Justin Gould

Artificial intelligence is projected to increase U.S. data centre power demand beyond 100 gigawatt by 2035 and global demand toward 1 terrawatt. In response, companies and governments have proposed placing computing infrastructure in…

Instrumentation and Methods for Astrophysics · Physics 2026-04-01 Geoffrey W. Marcy

Generative Artificial Intelligence (AI) systems currently contribute negatively to the production of digital waste, via the associated energy consumption and the related CO2 emissions. At this moment, a discussion is urgently needed on the…

Artificial Intelligence · Computer Science 2025-05-27 Vanessa Utz , Steve DiPaola
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