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Mobile networks are becoming energy hungry, and this trend is expected to continue due to a surge in communication and computation demand. Multi-access Edge Computing (MEC), will entail energy-consuming services and applications, with…

Networking and Internet Architecture · Computer Science 2022-09-29 Neda Shalavi , Giovanni Perin , Andrea Zanella , Michele Rossi

Natural questions are crucial to shaping key architectural decisions and preserving architectural knowledge. They arise organically during the architectural design process, often resulting from the existing architectural experience of the…

Software Engineering · Computer Science 2025-07-01 Diogo Lemos , Ademar Aguiar , Neil B. Harrison

In particular, large-scale deep learning and artificial intelligence model training uses a lot of computational power and energy, so it poses serious sustainability issues. The fast rise in model complexity has resulted in exponential…

Hardware Architecture · Computer Science 2025-08-20 Yashasvi Makin , Rahul Maliakkal

The ever-growing popularity of mobile phones has brought additional challenges to the software development lifecycle. Mobile applications (apps, for short) ought to provide the same set of features as conventional software, with limited…

Software Engineering · Computer Science 2018-03-16 Luis Cruz , Rui Abreu

AI research has traditionally prioritised algorithmic performance, such as optimising accuracy in machine learning or runtime in automated planning. The emerging paradigm of Green AI challenges this by recognising energy consumption as a…

Artificial Intelligence · Computer Science 2026-01-30 Ilche Georgievski , Serhat Tekin , Marco Aiello

Building operations represent a significant percentage of the total primary energy consumed in most countries due to the proliferation of Heating, Ventilation and Air-Conditioning (HVAC) installations in response to the growing demand for…

The ICT sector, responsible for 2% of global carbon emissions, is under scrutiny calling for methodologies and tools to design and develop software in an environmentally sustainable-by-design manner. However, the software engineering…

Software Engineering · Computer Science 2025-04-10 Ornela Danushi , Stefano Forti , Jacopo Soldani

Today, data guides the decision-making process of most companies. Effectively analyzing and manipulating data at scale to extract and exploit relevant knowledge is a challenging task, due to data characteristics such as its size, the rate…

Software Engineering · Computer Science 2025-03-24 Arianna Dragoni , Alessandro Margara

Software has the potential to be a key driver in fostering sustainability. Despite this potential, it is not clear if and how the software industry integrates consideration of sustainability into its common software development processes.…

Software Engineering · Computer Science 2024-07-25 Shola Oyedeji , Ruzanna Chitchyan , Mikhail Ola Adisa , Hatef Shamshiri

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

Robustly estimating energy consumption in High-Performance Computing (HPC) is essential for assessing the energy footprint of modern workloads, particularly in fields such as Artificial Intelligence (AI) research, development, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-10 Luis G. León-Vega , Niccolò Tosato , Stefano Cozzini

Recent trends of technology have explored a numerous applications of cloud services, which require a significant amount of energy. In the present scenario, most of the energy sources are limited and have a greenhouse effect on the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-15 Sohan Kumar Pande , Sanjaya Kumar Panda , Preeti Ranjan Sahu

The increasing popularity of smart meters provides energy consumers in households with unprecedented opportunities for understanding and modifying their energy use. However, while a variety of solutions, both commercial and academic,have…

Human-Computer Interaction · Computer Science 2019-11-22 Nafees Ahmed , Klaus Mueller

AI-powered software tools are widely used to assist software engineers. However, there is still a need to understand the productivity benefits of such tools for software engineers. In addition to short-term benefits, there is a question of…

Software Engineering · Computer Science 2025-06-24 Giorgio Amasanti , Jasmin Jahic

The rapid adoption of artificial intelligence (AI) and machine learning (ML) has generated growing interest in understanding their environmental impact and the challenges associated with designing environmentally friendly ML-enabled…

Software Engineering · Computer Science 2024-10-15 Heli Järvenpää , Patricia Lago , Justus Bogner , Grace Lewis , Henry Muccini , Ipek Ozkaya

The rapid technological evolution has accelerated software development for various domains and use cases, contributing to a growing share of global carbon emissions. While recent large language models (LLMs) claim to assist developers in…

Software Engineering · Computer Science 2025-03-27 Pooja Rani , Jan-Andrea Bard , June Sallou , Alexander Boll , Timo Kehrer , Alberto Bacchelli

To build energy-efficient apps, there is a need to estimate and analyze their energy consumption in typical usage scenarios. The energy consumption of Android apps could be estimated via software-based and hardware-based approaches.…

Software Engineering · Computer Science 2025-10-03 Hina Anwar

While current chat-based AI assistants primarily operate reactively, responding only when prompted by users, there is significant potential for these systems to proactively assist in tasks without explicit invocation, enabling a…

Human-Computer Interaction · Computer Science 2025-03-03 Valerie Chen , Alan Zhu , Sebastian Zhao , Hussein Mozannar , David Sontag , Ameet Talwalkar

With the growing availability of large-scale datasets, and the popularization of affordable storage and computational capabilities, the energy consumed by AI is becoming a growing concern. To address this issue, in recent years, studies…

Machine Learning · Computer Science 2022-07-22 Roberto Verdecchia , Luís Cruz , June Sallou , Michelle Lin , James Wickenden , Estelle Hotellier

Software intensive systems play a crucial role in most, if not all, aspects of modern society. As such, both their sustainability and their role in supporting sustainable processes, must be realized by design. To this aim, the architecture…

Software Engineering · Computer Science 2024-10-22 Patricia Lago , Nelly Condori Fernandez , Iffat Fatima , Markus Funke , Ivano Malavolta
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