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Direct Air Carbon Capture and Storage (DACCS) can mitigate hard-to-abate emissions, e.g. from transport or industry. However, there is a wide variety of cost estimates for DACCS, driven, to a significant extent, by differences in…

Physics and Society · Physics 2026-04-08 Maximilian Bernecker , Felix Müsgens

The increasing energy demands and carbon footprint of large-scale AI require intelligent workload management in globally distributed data centers. Yet progress is limited by the absence of benchmarks that realistically capture the interplay…

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Henrik Claßen , Jonas Thierfeldt , Julian Tochman-Szewc , Philipp Wiesner , Odej Kao

Forest is the most significant land-based carbon storage mechanism. The forest carbon sink can effectively decrease the atmospheric CO2 concentration and mitigate climate change. Remote sensing estimation not only ensures high accuracy of…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Zhenyu Yu , Jinnian Wang

Extremely high data rates at modern synchrotron and X-ray free-electron laser light source beamlines motivate the use of machine learning methods for data reduction, feature detection, and other purposes. Regardless of the application, the…

Energy consumption and carbon emissions are expected to be crucial factors for Internet of Things (IoT) applications. Both the scale and the geo-distribution keep increasing, while Artificial Intelligence (AI) further penetrates the "edge"…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-14 Demetris Trihinas , Lauritz Thamsen , Jossekin Beilharz , Moysis Symeonides

Cloud computing drives innovation but also poses significant environmental challenges due to its high-energy consumption and carbon emissions. Data centers account for 2-4% of global energy usage, and the ICT sector's share of electricity…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-26 Federico Ruilova , Ernst Gunnar Gran , Sven-Arne Reinemo

With the rise of AI in recent years and the increase in complexity of the models, the growing demand in computational resources is starting to pose a significant challenge. The need for higher compute power is being met with increasingly…

This study assesses air quality (AQ) and greenhouse gas (GHG) emissions from the rapid expansion of data centers in Texas, a major hub due to infrastructure, electricity markets, and business conditions. AQ impacts were separated from GHG…

Atmospheric and Oceanic Physics · Physics 2025-09-26 Ebrahim Eslami

More than half of the waste heat rejected into the environment has temperatures lower than 100 $^\circ C$, which accounts for nearly 85 PWh/year worldwide. Efficiently harvesting low-grade heat could be a promising step toward carbon…

Chemical Physics · Physics 2024-01-11 Xin Qian , Zhihao Ma , Qiangqiang Huang , Haoran Jiang , Ronggui Yang

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

The energy demand of modern cloud services, particularly those related to generative AI, is increasing at an unprecedented pace. To date, carbon-aware computing strategies have primarily focused on batch process scheduling or…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-05 Philipp Wiesner , Dennis Grinwald , Philipp Weiß , Patrick Wilhelm , Ramin Khalili , Odej Kao

The demand for research supporting the development of new policy frameworks for energy saving and conservation has never been more critical. As climate change accelerates and its impacts become increasingly severe, the need for sustainable…

Physics and Society · Physics 2024-08-28 A. Fronzetti Colladon , A. L. Pisello , L. F. Cabeza

Rising AI electricity demand and persistent landfill methane emissions constitute coupled constraints on U.S. digital infrastructure and decarbonization. While China has achieved a rapid 'de-landfilling' transition through centralized…

Systems and Control · Electrical Eng. & Systems 2025-12-23 Qi He , Chunyu Qu

Artificial intelligence and machine learning are experiencing widespread adoption in industry and academia. This has been driven by rapid advances in the applications and accuracy of AI through increasingly complex algorithms and models;…

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

AI applications have emerged in current world. Among AI applications, computer-vision (CV) related applications have attracted high interest. Hardware implementation of CV processors necessitates a high performance but low-power image…

Emerging Technologies · Computer Science 2017-03-22 Li Du , Yilei Li

As the climate crisis deepens, artificial intelligence (AI) has emerged as a contested force: some champion its potential to advance renewable energy, materials discovery, and large-scale emissions monitoring, while others underscore its…

Computers and Society · Computer Science 2025-06-16 Alexandra Sasha Luccioni , Emma Strubell , Kate Crawford

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

United Nations set Sustainable Development Goals and this paper focuses on 7th (Affordable and Clean Energy), 9th (Industries, Innovation and Infrastructure), and 13th (Climate Action) goals. Climate change is a major concern in our…

Artificial Intelligence · Computer Science 2024-08-01 Alberto Pasqualetto , Lorenzo Serafini , Michele Sprocatti
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