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The training and deployment of machine learning (ML) models have become extremely energy-intensive. While existing optimization efforts focus primarily on hardware energy efficiency, a significant but overlooked source of inefficiency is…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-10 Yi Pan , Wenbo Qian , Dedong Xie , Ruiyan Hu , Yigong Hu , Baris Kasikci

The fault tolerance method currently used in High Performance Computing (HPC) is the rollback-recovery method by using checkpoints. This, like any other fault tolerance method, adds an additional energy consumption to that of the execution…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-09-05 Marina Moran , Javier Balladini , Dolores Rexachs , Emilio Luque

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

With the widespread use and adoption of mobile platforms like Android a new software quality concern has emerged -- energy consumption. However, developing energy-efficient software and applications requires knowledge and likewise proper…

Software Engineering · Computer Science 2021-03-23 Andreas Schuler , Gabriele Kotsis

The emergence of energy harvesting devices creates the potential for batteryless sensing and computing devices. Such devices operate only intermittently, as energy is available, presenting a number of challenges for software developers.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-17 Kiwan Maeng , Alexei Colin , Brandon Lucia

Energy efficiency has emerged as a central challenge for modern high-performance computing (HPC) systems, where escalating computational demands and architectural complexity have led to significant energy footprints. This paper presents the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-06 Kajol Kulkarni , Samuel Kemmler , Anna Schwarz , Gulcin Gedik , Yanxiang Chen , Dimitrios Papageorgiou , Ioannis Kavroulakis , Roman Iakymchuk

Malware detection is challenging when faced with automatically generated and polymorphic malware, as well as with rootkits, which are exceptionally hard to detect. In an attempt to contribute towards addressing these challenges, we…

Cryptography and Security · Computer Science 2017-05-08 Jarilyn M. Hernández Jiménez , Jeffrey A. Nichols , Katerina Goseva-Popstojanova , Stacy Prowell , Robert A. Bridges

The optimisation of software energy consumption is of growing importance across all scales of modern computing, i.e., from embedded systems to data-centres. Practitioners in the field of Search-Based Software Engineering and Genetic…

Software Engineering · Computer Science 2020-04-10 Mahmoud A. Bokhari , Brad Alexander , Markus Wagner

Every day, we experience the effects of the global warming: extreme weather events, major forest fires, storms, global warming, etc.The scientific community acknowledges that this crisis is a consequence of human activities where…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-22 Guillaume Raffin , Denis Trystram

Context: Information Technology consumes up to 10\% of the world's electricity generation, contributing to CO2 emissions and high energy costs. Data centers, particularly databases, use up to 23% of this energy. Therefore, building an…

Software Engineering · Computer Science 2017-11-21 Andriy V. Miranskyy , Zainab Al-zanbouri , David Godwin , Ayse Basar Bener

Traditionally, energy efficiency research has focused on reducing energy consumption at the hardware level and, more recently, in the design and coding phases of the software development life cycle. However, software testing's impact on…

Software Engineering · Computer Science 2025-02-07 Md Rakib Hossain Misu , Jiawei Li , Adithya Bhattiprolu , Yang Liu , Eduardo Almeida , Iftekhar Ahmed

As software proliferates across domains, its aggregate energy footprint has become a major concern. To reduce software's growing environmental footprint, developers need to identify and refactor energy smells: source code implementations,…

Software Engineering · Computer Science 2026-04-07 Mohammadjavad Mehditabar , Saurabhsingh Rajput , Tushar Sharma

This paper presents an experimental design and data analytics approach aimed at power-based malware detection on general-purpose computers. Leveraging the fact that malware executions must consume power, we explore the postulate that…

Cryptography and Security · Computer Science 2018-05-18 Robert Bridges , Jarilyn Hernandez Jimenez , Jeffrey Nichols , Katerina Goseva-Popstojanova , Stacy Prowell

Energy usage monitoring on higher education campuses is an important step for providing satisfactory service, lowering costs and supporting the move to green energy. We present a collaboration between the Department of Statistics and…

Applications · Statistics 2021-02-09 Henry Linder , Nalini Ravishanker , Ming-Hui Chen , David McIntosh , Stanley Nolan

Energy efficiency has emerged as a vital attribute of software quality, with significant implications for both environmental sustainability and operational costs. However, existing profiling tools operate only at runtime and coarse…

Software Engineering · Computer Science 2026-05-04 Shailender Goyal , Akhila Matathammal , Karthik Vaidhyanathan

In the rapidly evolving landscape of modern data-driven technologies, software relies on large datasets and constant data center operations using various database systems to support computation-intensive tasks. As energy consumption in…

Software Engineering · Computer Science 2023-11-16 Hemasri Sai Lella , Kurra Manasa , Rajrupa Chattaraj , Sridhar Chimalakonda

High-performance computing continues to increase its computing power and energy efficiency. However, energy consumption continues to rise and finding ways to limit and/or decrease it is a crucial point in current research. For…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-18 Marina Morán , Javier Balladini , Dolores Rexachs , Enzo Rucci

The amount of energy consumed during the execution of software, and the ability to predict future consumption, is an important factor in the design of embedded electronic systems. In this technical report I examine factors in the execution…

Software Engineering · Computer Science 2014-11-11 Jeremy Morse

Energy consumption in current large scale computing infrastructures is becoming a critical issue, especially with the growing demand for centralized systems such as cloud environments. With the advancement of microservice architectures and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-13 Maria Voreakou , George Kousiouris , Mara Nikolaidou

Energy efficiency has become a growing concern in software development, leading to the need for tools designed to measure energy consumption. While several energy measurement tools are available as open-source projects, their…

Software Engineering · Computer Science 2026-03-24 Manuela Bechara Cannizza , Michel Albonico
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