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Related papers: Measuring IT Carbon Footprint: What is the Current…

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Much debate nowadays is devoted to the impacts of modern information and communication technology on global carbon emissions. Green information and communication technology is a paradigm creating a sustainable and environmentally friendly…

Software Engineering · Computer Science 2024-01-04 Iztok Fister , Dušan Fister , Vili Podgorelec , Iztok Fister

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…

As Information and Communication Technology (ICT) use has become more prevalent, there has been a growing concern in how its associated greenhouse gas emissions will impact the climate. Estimating such ICT emissions is a difficult…

Computers and Society · Computer Science 2024-10-24 Peter Garraghan , John Hutchinson , Adrian Friday

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

Given recent algorithm, software, and hardware innovation, computing has enabled a plethora of new applications. As computing becomes increasingly ubiquitous, however, so does its environmental impact. This paper brings the issue to the…

Hardware Architecture · Computer Science 2020-11-06 Udit Gupta , Young Geun Kim , Sylvia Lee , Jordan Tse , Hsien-Hsin S. Lee , Gu-Yeon Wei , David Brooks , Carole-Jean Wu

In this report, we examine the available evidence regarding ICT's current and projected climate impacts. We examine peer-reviewed studies which estimate ICT's current share of global greenhouse gas (GHG) emissions to be 1.8-2.8% of global…

Physics and Society · Physics 2021-02-05 Charlotte Freitag , Mike Berners-Lee , Kelly Widdicks , Bran Knowles , Gordon Blair , Adrian Friday

As organizations face increasing pressure to understand their corporate and products' carbon footprints, artificial intelligence (AI)-assisted calculation systems for footprinting are proliferating, but with widely varying levels of rigor…

Computers and Society · Computer Science 2025-09-03 Shaena Ulissi , Andrew Dumit , P. James Joyce , Krishna Rao , Steven Watson , Sangwon Suh

You hear a lot about environmental issues, you may have initiated positive personal attitudes, you have a group will in your unit, and you are wondering about the environmental impact of digital technology in your professional…

Computers and Society · Computer Science 2019-12-13 Béatrice Montbroussous , Jonathan Schaeffer , Gabriel Moreau , Francoise Berthoud , Gabrielle Feltin

The global climate is experiencing a rapid and unprecedented warming trend. The ICT sector is a notable contributor to global greenhouse gas emissions, with its environmental impact continuing to expand. Addressing this issue is vital for…

Software Engineering · Computer Science 2025-12-16 Laura Partanen , Antti Sipila , Md Sanaul Haque , Jari Porras

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

Climate change is profoundly affecting nearly all aspects of life on earth, including human societies, economies and health. Various human activities are responsible for significant greenhouse gas emissions, including data centres and other…

Computers and Society · Computer Science 2020-12-18 Loïc Lannelongue , Jason Grealey , Michael Inouye

The rapid growth in demand for HPC systems has led to a rise in carbon footprint, which requires urgent intervention. In this work, we present a comprehensive analysis of the carbon footprint of high-performance computing (HPC) systems,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-21 Baolin Li , Rohan Basu Roy , Daniel Wang , Siddharth Samsi , Vijay Gadepally , Devesh Tiwari

As an important step to fulfill the Paris Agreement and achieve net-zero emissions by 2050, the European Commission adopted the most ambitious package of climate impact measures in April 2021 to improve the flow of capital towards…

Machine Learning · Computer Science 2021-09-10 You Han , Achintya Gopal , Liwen Ouyang , Aaron Key

The demand for computing is continuing to grow exponentially. This growth will translate to exponential growth in computing's energy consumption unless improvements in its energy-efficiency can outpace increases in its demand. Yet, after…

Computers and Society · Computer Science 2022-07-04 Noman Bashir , David Irwin , Prashant Shenoy , Abel Souza

The latest trends in the adoption of cloud, edge, and distributed computing, as well as a rise in applying AI/ML workloads, have created a need to measure, monitor, and reduce the carbon emissions of these compute-intensive workloads and…

Networking and Internet Architecture · Computer Science 2024-06-17 Jacob Goldverg , Hasibul Jamil , Elvis Rodriguez , Tevfik Kosar

As of 2022, greenhouse gases (GHG) emissions reporting and auditing are not yet compulsory for all companies and methodologies of measurement and estimation are not unified. We propose a machine learning-based model to estimate scope 1 and…

Machine Learning · Computer Science 2022-12-22 Jeremi Assael , Thibaut Heurtebize , Laurent Carlier , François Soupé

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,…

In Green Software Development, quantifying the energy footprint of a software system is one of the most basic activities. This documents provides a high-level overview of how the energy footprint of a software system can be estimated to…

Software Engineering · Computer Science 2024-07-18 Fernando Castor

Computing is at a moment of profound opportunity. Emerging applications -- such as capable artificial intelligence, immersive virtual realities, and pervasive sensor systems -- drive unprecedented demand for computer. Despite recent…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-22 Benjamin C. Lee , David Brooks , Arthur van Benthem , Udit Gupta , Gage Hills , Vincent Liu , Benjamin Pierce , Christopher Stewart , Emma Strubell , Gu-Yeon Wei , Adam Wierman , Yuan Yao , Minlan Yu

The significant carbon footprint of the ICT sector calls for methodologies to contain carbon emissions of running software. This article proposes a novel framework for implementing, configuring and assessing carbon-aware interactive…

Software Engineering · Computer Science 2024-05-22 Stefano Forti , Jacopo Soldani , Antonio Brogi
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