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相关论文: Reconsidering CO2 emissions from Computer Vision

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In the times we live in today, humanity faces unprecedented environmental challenges. The emergence of artificial intelligence (AI) has opened new doors in our collective efforts to address our planet's pressing problems; however, many have…

理论经济学 · 经济学 2025-06-23 Van Khanh Pham , Minh Le

While the environmental impact of digitalization is becoming more and more evident, the climate crisis has become a major issue for society. For instance, data centers alone account for 2.7% of Europe's energy consumption today. A…

分布式、并行与集群计算 · 计算机科学 2023-10-31 Henrik Claßen , Jonas Thierfeldt , Julian Tochman-Szewc , Philipp Wiesner , Odej Kao

The rapid growth in the deployment and scale of modern artificial intelligence (AI) systems has intensified concerns regarding their environmental impacts, yet we still lack a comprehensive view of where and how these impacts arise across…

计算机与社会 · 计算机科学 2026-05-08 Katherine Lambert , Sasha Luccioni

The global climate crisis poses new risks to humanity, and with them, new challenges to the practices of professional astronomy. Avoiding the more catastrophic consequences of global warming by more than 1.5 degrees requires an immediate…

The rapid expansion of Artificial Intelligence (AI) has intensified concerns about its environmental sustainability. Current assessments focus on operational carbon emissions using secondary data, overlooking impacts in other life cycle…

Climate change and global warming are the significant challenges of the new century. A viable solution to mitigate greenhouse gas emissions is via a globally incentivized market mechanism proposed in the Kyoto protocol. In this view, the…

分布式、并行与集群计算 · 计算机科学 2021-07-02 Soheil Saraji , Mike Borowczak

Scientific research in many fields routinely requires the analysis of large datasets, and scientists often employ workflow systems to leverage clusters of computers for their data analysis. However, due to their size and scale, these…

分布式、并行与集群计算 · 计算机科学 2025-06-05 Lauritz Thamsen , Yehia Elkhatib , Paul Harvey , Syed Waqar Nabi , Jeremy Singer , Wim Vanderbauwhede

The transition towards carbon-neutral electricity is one of the biggest game changers in addressing climate change since it addresses the dual challenges of removing carbon emissions from the two largest sectors of emitters: electricity and…

人工智能 · 计算机科学 2022-11-10 Le Xie , Tong Huang , Xiangtian Zheng , Yan Liu , Mengdi Wang , Vijay Vittal , P. R. Kumar , Srinivas Shakkottai , Yi Cui

The proliferation of machine learning and artificial intelligence redefines the interaction between the anthropogenic and natural elements of our habitat.The use of monitoring tools, processing facilities and the internet of things supports…

This first workshop on visualization for climate action and sustainability aims to explore and consolidate the role of data visualization in accelerating action towards addressing the current environmental crisis. Given the urgency and…

人机交互 · 计算机科学 2024-04-04 Benjamin Bach , Fanny Chevalier , Helen-Nicole Kostis , Mark Subbaro , Yvonne Jansen , Robert Soden

Cloud platforms' rapid growth is raising significant concerns about their carbon emissions. To reduce emissions, future cloud platforms will need to increase their reliance on renewable energy sources, such as solar and wind, which have…

操作系统 · 计算机科学 2022-10-12 Abel Souza , Noman Bashir , Jorge Murillo , Walid Hanafy , Qianlin Liang , David Irwin , Prashant Shenoy

In response to the global need for sustainable energy, green technology may help fight climate change. Before green infrastructure to be easily integrated into the world's energy system, it needs upgrading. By improving energy…

人工智能 · 计算机科学 2023-04-28 Ishan Shivansh Bangroo

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,…

分布式、并行与集群计算 · 计算机科学 2023-11-21 Baolin Li , Rohan Basu Roy , Daniel Wang , Siddharth Samsi , Vijay Gadepally , Devesh Tiwari

Companies report on their financial performance for decades. More recently they have also started to report on their environmental impact and their social responsibility. The latest trend is now to deliver one single integrated report where…

计算机与社会 · 计算机科学 2019-11-14 Benoît Otjacques

An updated and extended meta-analysis confirms that the central estimate of the social cost of carbon is around $200/tC with a large, right-skewed uncertainty and trending up. The pure rate of time preference and the inverse of the…

计量经济学 · 经济学 2024-09-13 Richard S. J. Tol

In scenarios where a single player cannot control other players, cooperative AI is a recent technology that takes advantage of deep learning to assess whether cooperation might occur. One main difficulty of this approach is that it requires…

多智能体系统 · 计算机科学 2023-04-03 Xavier Marjou , Arnaud Braud , Gaël Fromentoux

Global Climate Models (GCMs) provide forecasts of future climate warming using a wide variety of highly sophisticated anthropogenic CO2 emissions models as input, each based on the evolution of four emissions "drivers": population p,…

大气与海洋物理 · 物理学 2011-04-06 Timothy J. Garrett

In this paper we outline the results of a project to evaluate the total climate/carbon impact of a digital research infrastructure for a defined snapshot period. We outline the carbon model used to calculate the impact and the data…

分布式、并行与集群计算 · 计算机科学 2023-09-12 Adrian Jackson , Jon Hays , Alex Owen , Nicholas Walton , Alison Packer , Anish Mudaraddi

The recent developments of artificial intelligence increase its capability for the creation of arts in both largely autonomous and collaborative contexts. In both contexts, Ai aims to imitate, combine, and extend existing artistic styles,…

人机交互 · 计算机科学 2022-09-29 André Holzapfel , Petra Jääskeläinen , Anna-Kaisa Kaila

Increased usage of generative AI (GenAI) in Human-Computer Interaction (HCI) research induces a climate impact from carbon emissions due to energy consumption of the hardware used to develop and run GenAI models and systems. The exact…

人机交互 · 计算机科学 2025-04-02 Nanna Inie , Jeanette Falk , Raghavendra Selvan