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Modern data centers suffer from a growing carbon footprint due to insufficient support for environmental sustainability. While hardware accelerators and renewable energy have been utilized to enhance sustainability, addressing Quality of…

Hardware Architecture · Computer Science 2024-03-20 Fan Chen

Scientific workflows are critical to scientific data analysis and often involve computationally intensive processing of large datasets on compute clusters. As such, their execution tends to be long-running and resource-intensive, resulting…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-09 Kathleen West , Youssef Moawad , Fabian Lehmann , Vasilis Bountris , Ulf Leser , Yehia Elkhatib , Lauritz Thamsen

Major cloud providers such as Microsoft, Google, Facebook and Amazon rely heavily on datacenters to support the ever-increasing demand for their computational and application services. However, the financial and carbon footprint related…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Rajkumar Buyya , Sukhpal Singh Gill

Cloud platforms are increasing their emphasis on sustainability and reducing their operational carbon footprint. A common approach for reducing carbon emissions is to exploit the temporal flexibility inherent to many cloud workloads by…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-23 Walid A. Hanafy , Qianlin Liang , Noman Bashir , David Irwin , Prashant Shenoy

The rising share of abundant renewable energy inevitably increases volatility in the electricity production. The concept of sector coupling means that the volatility of electricity production to a large degree can be absorbed by dispatching…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-29 P. Bechtle , O. Freyermuth , M. Geffers , M. Giffels , M. Hübner , F. Kirfel , J. Kreutz , S. Krieg , S. Matberg , M. Schnepf

Specialized hardware accelerators aid the rapid advancement of artificial intelligence (AI), and their efficiency impacts AI's environmental sustainability. This study presents the first publication of a comprehensive AI accelerator…

Hardware Architecture · Computer Science 2025-02-05 Ian Schneider , Hui Xu , Stephan Benecke , David Patterson , Keguo Huang , Parthasarathy Ranganathan , Cooper Elsworth

The commodity and widespread use of online shopping are having an unprecedented impact on climate, with emission figures from key actors that are easily comparable to those of a large-scale metropolis. Despite online shopping being fueled…

Information Retrieval · Computer Science 2025-03-24 Raoul Kalisvaart , Masoud Mansoury , Alan Hanjalic , Elvin Isufi

This study explores the intersection of technological innovation and environmental sustainability in the context of Bitcoin mining. With Bitcoin's growing adoption, concerns surrounding the energy consumption and environmental impact of…

Computers and Society · Computer Science 2024-11-15 Mohammad Ikbal Hossain , Tanja Steigner

Traditionally, the development of computing systems has been focused on performance improvements driven by the demand of applications from consumer, scientific and business domains. However, the ever increasing energy consumption of…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-09-07 Anton Beloglazov , Rajkumar Buyya , Young Choon Lee , Albert Zomaya

Cloud platforms' growing energy demand and carbon emissions are raising concern about their environmental sustainability. The current approach to enabling sustainable clouds focuses on improving energy-efficiency and purchasing carbon…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-17 Noman Bashir , Tian Guo , Mohammad Hajiesmaili , David Irwin , Prashant Shenoy , Ramesh Sitaraman , Abel Souza , Adam Wierman

Recent Machine Learning (ML) approaches have shown increased performance on benchmarks but at the cost of escalating computational demands. Hardware, algorithmic and carbon optimizations have been proposed to curb energy consumption and…

Machine Learning · Computer Science 2025-10-13 Clément Morand , Anne-Laure Ligozat , Aurélie Névéol

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…

Computers and Society · Computer Science 2026-05-08 Katherine Lambert , Sasha Luccioni

Artificial Intelligence (AI) has achieved significant advancements in technology and research with the development over several decades, and is widely used in many areas including computing vision, natural language processing, time-series…

As global warming soars, the need to assess the environmental impact of research is becoming increasingly urgent. Despite this, few recommender systems research papers address their environmental impact. In this study, we estimate the…

Information Retrieval · Computer Science 2024-08-23 Tobias Vente , Lukas Wegmeth , Alan Said , Joeran Beel

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

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…

Operating Systems · Computer Science 2022-10-12 Abel Souza , Noman Bashir , Jorge Murillo , Walid Hanafy , Qianlin Liang , David Irwin , Prashant Shenoy

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

Digitalization appears as a lever to enhance agriculture sustainability. However, existing works on digital agriculture's own sustainability remain scarce, disregarding the environmental effects of deploying digital devices on a…

Computers and Society · Computer Science 2024-09-27 Pierre La Rocca , Gaël Guennebaud , Aurélie Bugeau , Anne-Laure Ligozat

We present an analytical model to evaluate the reductions in emissions resulting from geographic load shifting. This model is optimistic as it ignores issues of grid capacity, demand and curtailment. In other words, real-world reductions…

Other Computer Science · Computer Science 2025-10-03 Wim Vanderbauwhede

Decades of progress in energy-efficient and low-power design have successfully reduced the operational carbon footprint in the semiconductor industry. However, this has led to an increase in embodied emissions, encompassing carbon emissions…

Hardware Architecture · Computer Science 2024-02-15 Chetan Choppali Sudarshan , Nikhil Matkar , Sarma Vrudhula , Sachin S. Sapatnekar , Vidya A. Chhabria
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