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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 road freight sector is responsible for a large and growing share of greenhouse gas emissions, but reliable data on the amount of freight that is moved on roads in many parts of the world are scarce. Many low- and middle-income countries…

Computers and Society · Computer Science 2019-07-18 Lynn H. Kaack , George H. Chen , M. Granger Morgan

The carbon footprint of algorithms must be measured and transparently reported so computer scientists can take an honest and active role in environmental sustainability. In this paper, we take analyses usually applied at the industrial…

Machine Learning · Computer Science 2019-12-17 Kadan Lottick , Silvia Susai , Sorelle A. Friedler , Jonathan P. Wilson

In recent years, the global use of online video services has increased rapidly. Today, a manifold of applications, such as video streaming, video conferencing, live broadcasting, and social networks, make use of this technology. A recent…

Image and Video Processing · Electrical Eng. & Systems 2024-02-16 Christian Herglotz , Matthias Kränzler , Robert Schober , André Kaup

Effective climate mitigation strategies in cities rely on understanding and mapping urban carbon footprints. One significant source of carbon is a product of lifestyle choices and travel behaviors of urban residents. Although previous…

Physics and Society · Physics 2023-09-15 Akhil Anil Rajput , Yuqin Jiang , Sanjay Nayak , Ali Mostafavi

We estimate the carbon footprint of astronomical research infrastructures, including space telescopes and probes and ground-based observatories. Our analysis suggests annual greenhouse gas emissions of $1.2\pm0.2$ MtCO$_2$e yr$^{-1}$ due to…

Instrumentation and Methods for Astrophysics · Physics 2023-03-10 Jürgen Knödlseder

Transportation accounts for around 27% of green house gas emissions in the UK. While an obvious priority area for decarbonisation, and aligned to the UK government goal of reducing emissions by 68% for 2030, the free-market nature of the…

Systems and Control · Electrical Eng. & Systems 2025-07-01 Blair Archibald , Paul Harvey , Michele Sevegnani

Carbon matching aims to improve corporate carbon accounting by tracking emissions rather than energy consumption and production. We present a mathematical derivation of carbon matching using marginal emission rates, where the unit of…

Optimization and Control · Mathematics 2025-11-26 Nikky Avila , Hank He , Reza Rastegar , Jamie Tolan , Tobias Tiecke , Brian White

Accurate reporting of energy and carbon usage is essential for understanding the potential climate impacts of machine learning research. We introduce a framework that makes this easier by providing a simple interface for tracking realtime…

Computers and Society · Computer Science 2022-11-30 Peter Henderson , Jieru Hu , Joshua Romoff , Emma Brunskill , Dan Jurafsky , Joelle Pineau

Web tracking by ad networks, social networks, and other third parties is privacy-invasive. To protect users' privacy an increasing number of countries are adopting new privacy laws. However, a major reason why their application on the web…

Cryptography and Security · Computer Science 2026-04-22 Harry Yu , Patton Yin , Sebastian Zimmeck

We constructed a near-real-time daily CO2 emission dataset, namely the Carbon Monitor, to monitor the variations of CO2 emissions from fossil fuel combustion and cement production since January 1st 2019 at national level with near-global…

Greenhouse gas, produced from various industries such as Power, Manufacturing, Transport, Chemical, or Agriculture, is the major source of global warming. While the transport industry is among the top three major contributors, accounting…

Multiagent Systems · Computer Science 2022-06-01 J. Bukhari , A. G. Somanagoudar , L. Hou , O. Herrera , W. Merida

The power sector is responsible for 32 percent of global greenhouse gas emissions. Data centers and cryptocurrencies use significant amounts of electricity and contribute to these emissions. Demand-side flexibility of data centers is one…

Applications · Statistics 2025-09-05 Veronica M. Paez , Neda Mohammadi , John E. Taylor

Carbon emissions significantly contribute to climate change, and carbon credits have emerged as a key tool for mitigating environmental damage and helping organizations manage their carbon footprint. Despite their growing importance across…

Computers and Society · Computer Science 2026-01-21 Qingwen Zeng , Hanlin Xu , Nanjun Xu , Zhenghao Zhao , Joakim Westerholm , Flora Salim , Junbin Gao , Huaming Chen

The most recent concern of all people on Earth is the increase in the concentration of greenhouse gas in the atmosphere. The concentration of these gases has risen rapidly over the last century and if the trend continues it can cause many…

Machine Learning · Computer Science 2022-11-16 Samveg Shah , Shubham Thakar , Kashish Jain , Bhavya Shah , Sudhir Dhage

Increases in atmospheric CO2 and CH4 result from a combination of forcing from anthropogenic emissions and Earth System feedbacks that reduce or amplify the effects of those emissions on atmospheric concentrations. Despite decades of…

The energy consumption and related carbon emissions of cryptocurrencies such as Bitcoin are subject to extensive discussion in public, academia, and industry. As cryptocurrencies continue their journey into mainstream finance, incentives to…

Computers and Society · Computer Science 2023-03-21 Ulrich Gallersdörfer , Lena Klaaßen , Christian Stoll

Ubiquitous technology platforms have been created to track and improve health and fitness; similar technologies can help individuals monitor and reduce their carbon footprints. This paper proposes CarbonKit, a platform combining technology,…

Human-Computer Interaction · Computer Science 2019-02-21 Laura Guzman , Stephen Makonin , Roger Alex Clapp

Despite the new Corporate Sustainability Reporting Directive from the European Union, which presses large enterprises to be more transparent about their GHG emissions, and though large technology- or advisory firms might peddle otherwise,…

Software Engineering · Computer Science 2023-06-21 Tom Kennes

Many studies of the effect of remote work on travel demand assume that remote work takes place entirely at home. Recent evidence, however, shows that in the United States, remote workers are choosing to spend approximately one third of…

Applications · Statistics 2023-03-14 Nicholas S. Caros , Xiaotong Guo , Jinhua Zhao