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Related papers: Carbon-aware Software Services

200 papers

Federated Learning (FL) methods adopt efficient communication technologies to distribute machine learning tasks across edge devices, reducing the overhead in terms of data storage and computational complexity compared to centralized…

Signal Processing · Electrical Eng. & Systems 2024-05-27 Luca Barbieri , Stefano Savazzi , Sanaz Kianoush , Monica Nicoli , Luigi Serio

Classical and centralized Artificial Intelligence (AI) methods require moving data from producers (sensors, machines) to energy hungry data centers, raising environmental concerns due to computational and communication resource demands,…

Machine Learning · Computer Science 2022-06-30 Stefano Savazzi , Vittorio Rampa , Sanaz Kianoush , Mehdi Bennis

The increased digitalisation and monitoring of the energy system opens up numerous opportunities to decarbonise the energy system. Applications on low voltage, local networks, such as community energy markets and smart storage will…

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-02 Soheil Saraji , Mike Borowczak

Cloud providers, like Amazon, offer their data centers' computational and storage capacities for lease to paying customers. High electricity consumption, associated with running a data center, not only reflects on its carbon footprint, but…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-02-16 Michele Mazzucco , Dmytro Dyachuk , Ralph Deters

Internet-scale distributed systems such as content delivery networks (CDNs) operate hundreds of thousands of servers deployed in thousands of data center locations around the globe. Since the energy costs of operating such a large IT…

Networking and Internet Architecture · Computer Science 2011-09-27 Vimal Mathew , Ramesh K. Sitaraman , Prashant Shenoy

Across the Artificial Intelligence (AI) lifecycle - from hardware to development, deployment, and reuse - burdens span energy, carbon, water, and embodied impacts. Cloud provider tools improve transparency but remain heterogeneous and often…

Artificial Intelligence · Computer Science 2025-11-14 Marcel Rojahn , Marcus Grum

This integrated assessment modeling research analyzes what Korea's 2050 carbon neutrality would require for the national energy system and the role of the power sector concerning the availability of critical mitigation technologies. Our…

General Economics · Economics 2021-11-03 Hanwoong Kim , Haewon McJeon , Dawoon Jung , Hanju Lee , Candelaria Bergero , Jiyong Eom

Integrated Satellite Aerial Terrestrial Networks (ISATNs) are envisioned as key enablers of 6G, providing global connectivity for applications such as autonomous transportation, Industrial IoT, and disaster response. Their large-scale…

Signal Processing · Electrical Eng. & Systems 2025-10-22 Shumaila Javaid , Nasir Saeed

Assessing the energy consumption or carbon footprint of data distribution of video streaming services is usually carried out through energy or carbon intensity figures (in Wh or gCO2e per GB). In this paper, we first review the reasons why…

Computers and Society · Computer Science 2023-04-07 Gaël Guennebaud , Aurélie Bugeau , Antoine Dudouit

This paper examines the integration of AI's carbon footprint into the risk management frameworks (RMFs) of the banking sector, emphasising its importance in aligning with sustainability goals and regulatory requirements. As AI becomes…

Computers and Society · Computer Science 2024-10-04 Nataliya Tkachenko

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

Microservices are a dominant architecture in cloud computing, offering scalability and modularity, but also posing complex deployment challenges. As data centers contribute significantly to global carbon emissions, carbon-aware scheduling…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-27 Georgia Christofidi , Francisco Álvarez-Terribas , Ioannis Roumpos , Nicolas Kourtellis , Jesus Omaña Iglesias , Thaleia Dimitra Doudali

This work presents a carbon footprint plugin designed to extend the capabilities of the Batsim simulator by allowing the calculation of CO$_2$ emissions during simulation runs. The goal is to comprehensively assess the environmental impact…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-20 Gabriella Saraiva , Miguel Vasconcelos , Sarita Mazzini Bruschi , Danilo Carastan-Santos , Daniel Cordeiro

The rapid rise in cloud computing has resulted in an alarming increase in data centers' carbon emissions, which now accounts for >3% of global greenhouse gas emissions, necessitating immediate steps to combat their mounting strain on the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-04 Shiyu Wang , Yinbo Sun , Xiaoming Shi , Shiyi Zhu , Lin-Tao Ma , James Zhang , Yifei Zheng , Jian Liu

In the last few years, a growing body of research has proposed methods, techniques, and tools to support developers in the construction of software that consumes less energy. These solutions leverage diverse approaches such as version…

Software Engineering · Computer Science 2020-12-08 Wellington Oliveira , Hugo Matalonga , Gustavo Pinto , Fernando Castor , João Paulo Fernandes

In 2021, the European Commission has adopted the Fit-for-55 policy package, legally binding European countries to reduce their CO2 emissions by 55% with respect to 1990, a first step to achieve carbon neutrality in 2050. In this context, it…

As large-scale data processing workloads continue to grow, their carbon footprint raises concerns. Prior research on carbon-aware schedulers has focused on shifting computation to align with availability of low-carbon energy, but these…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-17 Adam Lechowicz , Rohan Shenoy , Noman Bashir , Mohammad Hajiesmaili , Adam Wierman , Christina Delimitrou

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

This work is a positioning research paper for energy efficient building based on ICT solutions. Through the literature about the solutions for energy control of buildings during operational phase, a 3-layers model is proposed to integrate…

Networking and Internet Architecture · Computer Science 2018-11-26 Michael David , A. Aubry , W. Derigent
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