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Related papers: Chasing Carbon: The Elusive Environmental Footprin…

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The sustained growth of carbon emissions and global waste elicits significant sustainability concerns for our environment's future. The growing Internet of Things (IoT) has the potential to exacerbate this issue. However, an emerging area…

Machine Learning · Computer Science 2023-11-22 Shvetank Prakash , Matthew Stewart , Colby Banbury , Mark Mazumder , Pete Warden , Brian Plancher , Vijay Janapa Reddi

This work presents a carbon footprint plugin designed to extend the capabilities of the Batsim simulator by allowing the calculation of CO$_2$ emissions during simulation runs. The goal is to comprehensively assess the environmental impact…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-20 Gabriella Saraiva , Miguel Vasconcelos , Sarita Mazzini Bruschi , Danilo Carastan-Santos , Daniel Cordeiro

Food systems are responsible for a third of global anthropogenic greenhouse gas emissions central to global warming and climate change. Increasing awareness of the environmental impact of food-centric emissions has led to the carbon…

Physics and Society · Physics 2023-11-16 Mansi Goel , Vishva Nathavani , Smit Dharaiya , Vidhya Kothadia , Saloni Srivastava , Ganesh Bagler

IT power usage is a significant concern. Data center energy consumption is estimated to account for 1% to 1.5% of all energy consumption worldwide. Hardware designers, data center designers, and other members of the IT community have been…

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

Increasing demand for computing has lead to the development of large-scale, highly optimized data centers, which represent large loads in the electric power network. Many major computing and internet companies operate multiple data centers…

Systems and Control · Electrical Eng. & Systems 2020-10-08 Julia Lindberg , Bernard C. Lesieutre , Line Roald

Cloud computing has become the de facto paradigm for delivering software to system users, with organizations and enterprises of all sizes making use of cloud services in some way. On the surface, adopting the cloud appears to be a very…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-19 Richard Westerhof , Richard Atherton , Vasilios Andrikopoulos

Cloud Computing is rising fast, with its data centres growing at an unprecedented rate. However, this has come with concerns of privacy, efficiency at the expense of resilience, and environmental sustainability, because of the dependence on…

Networking and Internet Architecture · Computer Science 2009-10-05 Gerard Briscoe , Alexandros Marinos

Recent trends of technology have explored a numerous applications of cloud services, which require a significant amount of energy. In the present scenario, most of the energy sources are limited and have a greenhouse effect on the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-15 Sohan Kumar Pande , Sanjaya Kumar Panda , Preeti Ranjan Sahu

Machine learning and deep learning models have become essential in the recent fast development of artificial intelligence in many sectors of the society. It is now widely acknowledge that the development of these models has an environmental…

Machine Learning · Computer Science 2023-09-26 Lucia Bouza Heguerte , Aurélie Bugeau , Loïc Lannelongue

Barroso's seminal contributions in energy-proportional warehouse-scale computing launched an era where modern datacenters have become more energy efficient and cost effective than ever before. At the same time, modern AI applications have…

Machine Learning · Computer Science 2024-06-25 Carole-Jean Wu , Bilge Acun , Ramya Raghavendra , Kim Hazelwood

Over the past six decades, the computing systems field has experienced significant transformations, profoundly impacting society with transformational developments, such as the Internet and the commodification of computing. Underpinned by…

There is great uncertainty about future climate conditions and the appropriate policies for managing interactions between the climate and the economy. We develop a multidimensional computational model to examine how uncertainties and risks…

Economics · Quantitative Finance 2015-04-30 Yongyang Cai , Kenneth L. Judd , Thomas S. Lontzek

The retirement of unabated coal power plants, the plummeting cost of renewable energy technologies, along with more aggressive public policies and regulatory reforms, are occurring at an unprecedented speed to decarbonize the power and…

Systems and Control · Electrical Eng. & Systems 2022-10-19 Jian Shi , Dan Wang , Chenye Wu , Zhu Han

As sustainability takes center stage across businesses, green and energy-efficient choices are more crucial than ever. While it is becoming increasingly evident that software and the software industry are substantial and rapidly evolving…

Software Engineering · Computer Science 2022-04-28 Rohit Mehra , Vibhu Saujanya Sharma , Vikrant Kaulgud , Sanjay Podder , Adam P. Burden

Organizations are increasingly offloading their workloads to cloud platforms. For workloads with relaxed deadlines, this presents an opportunity to reduce the total carbon footprint of these computations by moving workloads to datacenters…

Networking and Internet Architecture · Computer Science 2025-04-22 Yibo Guo , Amanda Tomlinson , Runlong Su , George Porter

An increasing focus on the electricity use and carbon emissions associated with computing has lead to pledges by major cloud computing companies to lower their carbon footprint. Data centers have a unique ability to shift computing load…

Systems and Control · Electrical Eng. & Systems 2022-03-03 Julia Lindberg , Bernard C. Lesieutre , Line A. Roald

The demand in computing power has never stopped growing over the years. Today, the performance of the most powerful systems exceeds the exascale and the number of petascale systems continues to grow. Unfortunately, this growth also goes…

Computers and Society · Computer Science 2024-03-27 Abdessalam Benhari , Denis Trystram , Fanny Dufossé , Yves Denneulin , Frédéric Desprez

Environmental sustainability, particularly in relation to climate change, is a key concern for consumers, producers, and policymakers. The carbon footprint, based on greenhouse gas emissions, is a standard metric for quantifying the…

Artificial Intelligence · Computer Science 2025-11-17 Mustafa Kaan Aslan , Reinout Heijungs , Filip Ilievski

The size and complexity of deep neural networks continue to grow exponentially, significantly increasing energy consumption for training and inference by these models. We introduce an open-source package eco2AI to help data scientists and…

We propose a statistical model to understand people's perception of their carbon footprint. Driven by the observation that few people think of CO2 impact in absolute terms, we design a system to probe people's perception from simple…

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