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Software citation contributes to achieving software sustainability in two ways: It provides an impact metric to incentivize stakeholders to make software sustainable. It also provides references to software used in research, which can be…

Software Engineering · Computer Science 2021-05-18 Stephan Druskat , Daniel S. Katz , Ilian T. Todorov

Challenges related to development, deployment, and maintenance of reusable software for science are becoming a growing concern. Many scientists' research increasingly depends on the quality and availability of software upon which their…

Programming and software engineering courses in computer science curricula typically focus on both providing theoretical knowledge of programming languages and best-practices, and developing practical development skills. In a massive course…

Software Engineering · Computer Science 2018-04-06 Marco Torchiano , Giorgio Bruno

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

Testing is a core software development activity that has huge potential to make software development more sustainable. In this paper, we discuss how environmental, social, economic, and technical sustainability map onto the activities of…

Software Engineering · Computer Science 2021-04-06 Armin Beer , Michael Felderer , Tobias Lorey , Stefan Mohacsi

Many science advances have been possible thanks to the use of research software, which has become essential to advancing virtually every Science, Technology, Engineering and Mathematics (STEM) discipline and many non-STEM disciplines…

Software Engineering · Computer Science 2019-02-26 Daniel S. Katz , Patrick Aerts , Neil P. Chue Hong , Anshu Dubey , Sandra Gesing , Henry J. Neeman , David E. Pearah

The reliability of machine learning (ML) software systems is heavily influenced by changes in data over time. For that reason, ML systems require regular maintenance, typically based on model retraining. However, retraining requires…

Machine Learning · Computer Science 2025-06-18 Lorena Poenaru-Olaru , June Sallou , Luis Cruz , Jan Rellermeyer , Arie van Deursen

Deep Learning has enabled many advances in machine learning applications in the last few years. However, since current Deep Learning algorithms require much energy for computations, there are growing concerns about the associated…

Machine Learning · Computer Science 2023-03-06 Vanessa Mehlin , Sigurd Schacht , Carsten Lanquillon

The demand for computing is continuing to grow exponentially. This growth will translate to exponential growth in computing's energy consumption unless improvements in its energy-efficiency can outpace increases in its demand. Yet, after…

Computers and Society · Computer Science 2022-07-04 Noman Bashir , David Irwin , Prashant Shenoy , Abel Souza

The carbon footprint of algorithms must be measured and transparently reported so computer scientists can take an honest and active role in environmental sustainability. In this paper, we take analyses usually applied at the industrial…

Machine Learning · Computer Science 2019-12-17 Kadan Lottick , Silvia Susai , Sorelle A. Friedler , Jonathan P. Wilson

The importance of low power consumption is widely acknowledged due to the increasing use of portable devices, which require minimizing the consumption of energy. The energy in a computational system depends heavily on the software being…

Adaptation and Self-Organizing Systems · Physics 2024-04-15 Kostas Zotos , Andreas Litke , Alexander Chatzigeorgiou , Spyros Nikolaidis , George Stephanides

Research shows that the global society as organized today, with our current technological and economic system, is impossible to sustain. We are living in the Anthropocene, an era in which human activities in highly industrialized countries…

Computers and Society · Computer Science 2023-05-18 A. -K. Peters , R. Capilla , V. C. Coroamă , R. Heldal , P. Lago , O. Leifler , A. Moreira , J. P. Fernandes , B. Penzenstadler , J. Porras , C. C. Venters

The transition to sustainable energy is a key challenge of our time, requiring modifications in the entire pipeline of energy production, storage, transmission, and consumption. At every stage, new sequential decision-making challenges…

Machine Learning · Computer Science 2024-07-29 Koen Ponse , Felix Kleuker , Márton Fejér , Álvaro Serra-Gómez , Aske Plaat , Thomas Moerland

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

High-Performance Computing (HPC) has recently entered the Exascale era, and considerable efforts are being made to fully harness this potential power for large-scale applications, such as cutting-edge generative AI (training and…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-26 Roblex Nana Tchakoute , Claude Tadonki

The massive use of machine learning models, particularly neural networks, has raised serious concerns about their environmental impact. Indeed, over the last few years we have seen an explosion in the computing costs associated with…

Machine Learning · Computer Science 2024-09-10 Constance Douwes , Romain Serizel

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

The design of embedded systems is a complex activity that involves a lot of decisions. With high performance demands of present day usage scenarios and software, they often involve energy hungry state-of-the-art computing units. While…

Software Engineering · Computer Science 2017-01-03 Ivan Švogor

Promoting energy efficiency to a first class system design goal is an important research challenge. Although more energy-efficient hardware can be designed, it is software that controls the hardware; for a given system the potential for…

Environmentally-powered computer systems operate on renewable energy harvested from their environment, such as solar or wind, and stored in batteries. While harvesting environmental energy has long been necessary for small-scale embedded…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-02 Noman Bashir , Yasra Chandio , David Irwin , Fatima M. Anwar , Jeremy Gummeson , Prashant Shenoy