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Over the years, the chip industry has consistently developed high-performance processors to address the increasing demands across diverse applications. However, the rapid expansion of chip production has significantly increased carbon…

硬件体系结构 · 计算机科学 2025-06-13 Jiajun Hu , Chetan Choppali Sudarshan , Vidya A. Chhabria , Aman Arora

While researchers in both industry and academia are racing to build Quantum Computing (QC) platforms with viable performance and functionality, the environmental impacts of this endeavor, such as its carbon footprint, e-waste generation,…

量子物理 · 物理学 2024-08-14 Nivedita Arora , Prem Kumar

With the ever-growing adoption of AI-based systems, the carbon footprint of AI is no longer negligible. AI researchers and practitioners are therefore urged to hold themselves accountable for the carbon emissions of the AI models they…

人工智能 · 计算机科学 2023-05-08 Roberto Verdecchia , June Sallou , Luís Cruz

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…

系统与控制 · 电气工程与系统科学 2020-10-08 Julia Lindberg , Bernard C. Lesieutre , Line Roald

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…

机器学习 · 计算机科学 2023-09-26 Lucia Bouza Heguerte , Aurélie Bugeau , Loïc Lannelongue

Major innovations in computing have been driven by scaling up computing infrastructure, while aggressively optimizing operating costs. The result is a network of worldwide datacenters that consume a large amount of energy, mostly in an…

分布式、并行与集群计算 · 计算机科学 2023-06-30 Walid A. Hanafy , Roozbeh Bostandoost , Noman Bashir , David Irwin , Mohammad Hajiesmaili , Prashant Shenoy

Monitoring energy behaviors in AI data centers is crucial, both to reduce their energy consumption and to raise awareness among their users which are key actors in the AI field. This paper shows a proof of concept of easy and lightweight…

计算机与社会 · 计算机科学 2024-07-23 Paul Gay , Éric Bilinski , Anne-Laure Ligozat

Depending on energy sources and demand, the carbon intensity of the public power grid fluctuates over time. Exploiting this variability is an important factor in reducing the emissions caused by data centers. However, regional differences…

分布式、并行与集群计算 · 计算机科学 2021-10-27 Philipp Wiesner , Ilja Behnke , Dominik Scheinert , Kordian Gontarska , Lauritz Thamsen

Governments' net zero emission target aims at increasing the share of renewable energy sources as well as influencing the behaviours of consumers to support the cost-effective balancing of energy supply and demand. These will be achieved by…

信息论 · 计算机科学 2022-02-22 Weiqi Hua , Ying Chen , Meysam Qadrdan , Jing Jiang , Hongjian Sun , Jianzhong Wu

To improve the environmental implications of the growing demand of computing, future applications need to improve the carbon-efficiency of computing infrastructures. State-of-the-art approaches, however, do not consider the intermittent…

分布式、并行与集群计算 · 计算机科学 2023-04-04 Young Geun Kim , Udit Gupta , Andrew McCrabb , Yonglak Son , Valeria Bertacco , David Brooks , Carole-Jean Wu

Low-carbon electricity is a key enabler in combating climate change. Decarbonising the power sector is now at the centre of global and European policies. As the IPCC highlights, pathways where the power sector rapidly decarbonises by 2030…

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"…

分布式、并行与集群计算 · 计算机科学 2023-04-14 Demetris Trihinas , Lauritz Thamsen , Jossekin Beilharz , Moysis Symeonides

With the rapid growth of artificial intelligence (AI) and cloud services, data centers have become critical infrastructures driving digital economies, with increasing energy demand heightening concerns over electricity use and carbon…

系统与控制 · 电气工程与系统科学 2025-10-30 Zhentong Shao , Nanpeng Yu , Daniel Wong

Scientific workflows are widely used to automate scientific data analysis and often involve processing large quantities of data on compute clusters. As such, their execution tends to be long-running and resource intensive, leading to…

分布式、并行与集群计算 · 计算机科学 2025-03-20 Kathleen West , Fabian Lehmann , Vasilis Bountris , Ulf Leser , Yehia Elkhatib , Lauritz Thamsen

Building on near-real-time and spatially explicit estimates of daily carbon dioxide (CO2) emissions, here we present and analyze a new city-level dataset of fossil fuel and cement emissions. Carbon Monitor Cities provides daily, city-level…

The need to reduce datacenter carbon footprint is urgent. While many sustainability techniques have been proposed, they are often evaluated in isolation, using limited setups or analytical models that overlook real-world dynamics and…

分布式、并行与集群计算 · 计算机科学 2026-03-23 Dante Niewenhuis , Sacheendra Talluri , Alexandru Iosup , Tiziano de Matteis

This study investigates the efficient strategies for supply chain network optimization, specifically aimed at reducing industrial carbon emissions. Amidst escalating concerns about global climate change, industry sectors are motivated to…

物理与社会 · 物理学 2024-04-29 Jihu Lei

Information technology organizations and companies are seeking greener alternatives to traditional terrestrial data centers to mitigate global warming and reduce carbon emissions. Currently, terrestrial data centers consume a significant…

系统与控制 · 电气工程与系统科学 2023-09-19 Wiem Abderrahim , Osama Amin , Basem Shihada

Carbon credit systems have emerged as a policy tool to incentivize emission reductions and support the transition to clean energy. Reliable carbon-credit certification depends on mechanisms that connect actual, measured renewable-energy…

软件工程 · 计算机科学 2026-01-21 Matteo Vaccargiu , Azmat Ullah , Pierluigi Gallo

Climate change has intensified the urgency of effective carbon sink solutions, yet the integration of Information and Communications Technologies (ICT) in these systems remains fragmented despite its transformative potential. This paper…

计算机与社会 · 计算机科学 2026-03-03 Yuze Dong , Jinsong Wu