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Related papers: Towards net-zero manufacturing: carbon-aware sched…

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The scarcity of non-renewable energy sources, geopolitical problems in its supply, increasing prices, and the impact of climate change, force the global economy to develop more energy-efficient solutions for their operations. The…

Artificial Intelligence · Computer Science 2025-10-07 Ahmed Missaoui , Cemalettin Ozturk , Barry O'Sullivan

The rapid expansion of cloud computing and data center infrastructure has led to significant energy consumption, posing environmental challenges due to the growing carbon footprint. This research explores energy-aware management strategies…

Networking and Internet Architecture · Computer Science 2025-09-16 Rabab Khan Rongon , Krishna Das

Green manufacturing has become a strategic priority for many firms seeking to address sustainability and social responsibility, while improving production efficiency and profitability. However, integrating green technologies and renewable…

Optimization and Control · Mathematics 2026-04-28 Xin Zhou , Zhengsong Lu , Bo Zeng , Na Geng

To meet the increasing demand for cloud computing services, the scale and number of data centers keeps increasing worldwide. This growth comes at the cost of increased electricity consumption, which directly correlates to CO2 emissions, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-18 Matteo Zanotto , Leonardo Vicentini , Redi Vreto , Francesco Lumpp , Diego Braga , Sandro Fiore

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-05 Lauritz Thamsen , Yehia Elkhatib , Paul Harvey , Syed Waqar Nabi , Jeremy Singer , Wim Vanderbauwhede

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

Despite the new Corporate Sustainability Reporting Directive from the European Union, which presses large enterprises to be more transparent about their GHG emissions, and though large technology- or advisory firms might peddle otherwise,…

Software Engineering · Computer Science 2023-06-21 Tom Kennes

The environmental sustainability of Information Technology (IT) has emerged as a critical concern, driven by the need to reduce both energy consumption and greenhouse gas (GHG) emissions. In the context of cloud-native applications deployed…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-23 Andrea D'Iapico , Monica Vitali

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

A global effort has been initiated to reduce the worldwide greenhouse gas (GHG) emissions, primarily carbon emissions, by half by 2030 and reach net-zero by 2050. The development of 6G must also be compliant with this goal. Unfortunately,…

Networking and Internet Architecture · Computer Science 2024-01-03 Peng Zhang , Yong Xiao , Yingyu Li , Xiaohu Ge , Guangming Shi , Yang Yang

In sprite the state-of-the-art, significantly reducing carbon footprint (CF) in communications systems remains urgent. We address this challenge in the context of edge computing. The carbon intensity of electricity supply largely varies…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-31 Zhanwei Yu , Yi Zhao , Tao Deng , Lei You , Di Yuan

Carbon emissions are currently attributed to producers although a consumption-aware accounting is advocated. After constructing the Carbon Trade Network, we trace the flow of emissions over the past two decades. Our analysis reveals the…

Physics and Society · Physics 2024-12-24 Gianluca Guidi , Rossana Mastrandrea , Angelo Facchini , Tiziano Squartini , Christopher Kennedy

Incorporating renewable energy sources (RESs) into manufacturing systems has been an active research area in order to address many challenges originating from the unpredictable nature of RESs such as photovoltaics.In the energy-aware…

Systems and Control · Electrical Eng. & Systems 2023-02-03 Zhean Shao , Wen Li , Ying Tan

Provisioning dynamic machine learning (ML) inference as a service for artificial intelligence (AI) applications of edge devices faces many challenges, including the trade-off among accuracy loss, carbon emission, and unknown future costs.…

Machine Learning · Computer Science 2023-04-25 Huirong Ma , Zhi Zhou , Xiaoxi Zhang , Xu Chen

In response to climate change, the International Maritime Organization has introduced regulatory frameworks to reduce greenhouse gas emissions from international shipping. Compliance with these regulations is increasingly expected from…

Optimization and Control · Mathematics 2026-02-13 Samuel Ward , Marah-Lisanne Thormann , Julian Wharton , Alain Zemkoho

Accurate reporting of energy and carbon usage is essential for understanding the potential climate impacts of machine learning research. We introduce a framework that makes this easier by providing a simple interface for tracking realtime…

Computers and Society · Computer Science 2022-11-30 Peter Henderson , Jieru Hu , Joshua Romoff , Emma Brunskill , Dan Jurafsky , Joelle Pineau

Power systems decarbonization are at the focal point of the clean energy transition. While system operators and utility companies increasingly publicize system-level carbon emission information, it remains unclear how emissions from…

Systems and Control · Electrical Eng. & Systems 2025-09-09 Yuqing Shen , Yuanyuan Shi , Daniel Kirschen , Yize Chen

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

The carbon footprint of data centers has recently become a critical concern. So far, most carbon-aware strategies have focused on leveraging the flexibility of scheduling decisions for batch processing by shifting the time and location of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-27 Kevin Kreutz , Philipp Wiesner , Monica Vitali

AI data centers are increasingly becoming tightly coupled compute--energy systems, where workload placement, cooling demand, electricity procurement, storage operation, and carbon emissions interact over time. This paper studies…

Computational Engineering, Finance, and Science · Computer Science 2026-05-14 Johnny R. Zhang , Gaoyuan Du , Qianyi Sun , Shiqi Wang , Jiaxuan Li , Xian Sun