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With the growth of AI, researchers are studying how to mitigate its environmental impact, primarily by proposing policy changes and increasing awareness among developers. However, research on AI end users is limited. Therefore, we introduce…

Human-Computer Interaction · Computer Science 2025-06-02 Nora Graves , Vitus Larrieu , Yingyue Trace Zhang , Joanne Peng , Varun Nagaraj Rao , Yuhan Liu , Andrés Monroy-Hernández

The ICT sector, responsible for 2% of global carbon emissions, is under scrutiny calling for methodologies and tools to design and develop software in an environmentally sustainable-by-design manner. However, the software engineering…

Software Engineering · Computer Science 2025-04-10 Ornela Danushi , Stefano Forti , Jacopo Soldani

In September 2015, the United Nations General Assembly accepted the 2030 Development Agenda, which has included 92 paragraphs, and the Paragraph 91 defined 17 sustainable development goals (SDGs) and 169 associated targets. The goal of this…

Computers and Society · Computer Science 2018-03-01 Jinsong Wu , Song Guo , Huawei Huang , William Liu , Yong Xiang

Given the fact that climate change has become one of the most pressing problems in many countries in recent years, specialized research on how to mitigate climate change has been adopted by many countries. Within this discussion, the…

General Economics · Economics 2024-12-24 Azizul Hakim Rafi , Abdullah Al Abrar Chowdhury , Adita Sultana , Abdulla All Noman

The proliferation of software and AI comes with a hidden risk: its growing energy and carbon footprint. As concerns regarding environmental sustainability come to the forefront, understanding and optimizing how software impacts the…

Information and communication technologies (ICT) can make existing products and activities more efficient or substitute them altogether and could thus become crucial for the mitigation of climate change. In this context, individual ICT…

Computers and Society · Computer Science 2020-06-22 Pernilla Bergmark , Vlad C. Coroamă , Mattias Höjer , Craig Donovan

We propose an index to quantify and analyse the impact of climatological variability on the energy system at different timescales. We define the Climatological Renewable Energy Deviation Index (CREDI) as the cumulative anomaly of a…

Atmospheric and Oceanic Physics · Physics 2024-02-29 Laurens P. Stoop , Karin van der Wiel , William Zappa , Arno Haverkamp , Ad J. Feelders , Machteld van den Broek

Increases in energy prices and the global goal of mitigating CO2 emissions necessitate the development of intelligent Building Management Systems (BMS) that operate on an energy-efficient basis. Data Centers, buildings and/or group of…

Signal Processing · Electrical Eng. & Systems 2025-03-19 Xavier Vasques , Thibaut Possompes , Herve Rey , Marine Le Touze , Nicolas Auboin , Emmanuelle Passot , Benoit Lange

The commodity and widespread use of online shopping are having an unprecedented impact on climate, with emission figures from key actors that are easily comparable to those of a large-scale metropolis. Despite online shopping being fueled…

Information Retrieval · Computer Science 2025-03-24 Raoul Kalisvaart , Masoud Mansoury , Alan Hanjalic , Elvin Isufi

Global digitalization has given birth to the explosion of digital services in approximately every sector of contemporary life. Applications of artificial intelligence, blockchain technologies, and internet of things are promising to…

Computers and Society · Computer Science 2020-06-15 Nuoa Lei

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…

Computers and Society · Computer Science 2024-11-18 Gianluca Guidi , Francesca Dominici , Jonathan Gilmour , Kevin Butler , Eric Bell , Scott Delaney , Falco J. Bargagli-Stoffi

Footprints provide a way to estimate the relative impact of processes and products on the global climate. Including footprint analysis in a course on energy simultaneously provides students with an understanding of this tool and a…

Physics Education · Physics 2023-08-24 Seth A. Major

Artificial intelligence (AI) is a key enabler of innovation against climate change. In this study, we investigate the intersection of AI and climate adaptation and mitigation technologies through patent analyses of a novel dataset of…

General Economics · Economics 2025-09-15 Lorenzo Emer , Andrea Mina , Andrea Vandin

Amid accelerated digitalization, not only is the scale of data processing and storage increasing, but so too is the associated infrastructure load on the climate. Current climate models and environmental protocols almost entirely overlook…

Physics and Society · Physics 2025-07-22 Eldar Knar

In upcoming years, the number of Internet-of-Things (IoT) devices is expected to surge up to tens of billions of physical objects. However, while the IoT is often presented as a promising solution to tackle environmental challenges, the…

Computers and Society · Computer Science 2021-11-22 Thibault Pirson , David Bol

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

In the current UK Research Excellence Framework (REF) and the Excellence in Research for Australia (ERA) societal impact measurements are inherent parts of the national evaluation systems. In this study, we deal with a relatively new form…

Physics and Society · Physics 2016-08-29 Lutz Bornmann , Robin Haunschild , Werner Marx

Current proposals for AI regulation, in the EU and beyond, aim to spur AI that is trustworthy (e.g., AI Act) and accountable (e.g., AI Liability) What is missing, however, is a robust regulatory discourse and roadmap to make AI, and…

Computers and Society · Computer Science 2024-03-07 Philipp Hacker

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,…

Machine Learning · Computer Science 2025-03-27 Pengfei Li , Jianyi Yang , Mohammad A. Islam , Shaolei Ren

Green computing represents a critical pathway to decarbonize the digital economy while maintaining technological progress. This article examines how sustainable IT strategies including energy-efficient hardware, AI-optimized data centres,…