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Worldwide most factories aim for low-cost and fast production ignoring resources and energy consumption. But, high revenues have been accompanied by environmental degradation. The United Nations reacted to the ecological problem and…

Robotics · Computer Science 2022-10-18 Juan Heredia , Christian Schlette , Mikkel Baun Kjærgaard

In recent years, due to the unnecessary wastage of electrical energy in residential buildings, the requirement of energy optimization and user comfort has gained vital importance. In the literature, various techniques have been proposed…

Other Computer Science · Computer Science 2019-04-23 Abdul Salam Shah , Haidawati Nasir , Muhammad Fayaz , Adidah Lajis , Asadullah Shah

Industries are considering the adoption of cloud and edge computing for real-time applications due to current improvements in network latencies and the advent of Fog and Edge computing. Current cloud paradigms are not designed for real-time…

Operating Systems · Computer Science 2023-07-04 Isser Kadusale , Gautam Gala , Gerhard Fohler

Energy consumption is a fundamental concern in mobile application development, bearing substantial significance for both developers and end-users. Main objective of this research is to propose a novel neural network-based framework,…

Neural and Evolutionary Computing · Computer Science 2024-10-28 Seyed Jalaleddin Mousavirad , Luís A. Alexandre

Contemporary memory systems contain a variety of memory types, each possessing distinct characteristics. This trend empowers applications to opt for memory types aligning with developer's desired behavior. As a result, developers gain…

Performance · Computer Science 2024-08-14 Andrès Rubio Proaño , Kento Sato

This paper describes a memory-efficient transformer model designed to drive a reduction in memory usage and execution time by substantial orders of magnitude without impairing the model's performance near that of the original model.…

Machine Learning · Computer Science 2025-01-03 Krisvarish V , Priyadarshini T , K P Abhishek Sri Saai , Vaidehi Vijayakumar

Driving energy consumption plays a major role in the navigation of mobile robots in challenging environments, especially if they are left to operate unattended under limited on-board power. This paper reports on first results of an…

Robotics · Computer Science 2021-04-06 Marco Visca , Arthur Bouton , Roger Powell , Yang Gao , Saber Fallah

Sensing systems powered by energy harvesting have traditionally been designed to tolerate long periods without energy. As the Internet of Things (IoT) evolves towards a more transient and opportunistic execution paradigm, reducing energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-05 Andres Gomez , Andreas Tretter , Pascal Alexander Hager , Praveenth Sanmugarajah , Luca Benini , Lothar Thiele

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

The discussion around AI-Engineering, that is, Software Engineering (SE) for AI-enabled Systems, cannot ignore a crucial class of software systems that are increasingly becoming AI-enhanced: Those used to enable or support the SE process,…

Software Engineering · Computer Science 2026-01-28 Himon Thakur , Armin Moin

Buildings account for a substantial portion of global energy consumption. Reducing buildings' energy usage primarily involves obtaining data from building systems and environment, which are instrumental in assessing and optimizing the…

Artificial Intelligence · Computer Science 2024-04-19 Miracle Aniakor , Vinicius V. Cogo , Pedro M. Ferreira

Power awareness is fast becoming immensely important in computing, ranging from the traditional High Performance Computing applications, to the new generation of data centric workloads. In this work we describe our efforts towards a power…

Mathematical Software · Computer Science 2014-05-20 Pavel Klavík , A. Cristiano I. Malossi , Constantin Bekas , Alessandro Curioni

This article provides a survey of academic literature about field programmable gate array (FPGA) and their utilization for energy efficiency acceleration in data centers. The goal is to critically present the existing FPGA energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-25 Mattia Tibaldi , Christian Pilato

Energy efficient buildings require high quality standards for all their technical equipment to enable their efficient and successful operation and management. Building simulations enable engineers to design integrated HVAC systems with…

Software Engineering · Computer Science 2014-09-09 Stefan Plesser , M. Norbert Fisch , Claas Pinkernell , Thomas Kurpck , Bernhard Rumpe

The growing energy demands of HPC systems have made energy efficiency a critical concern for system developers and operators. However, HPC users are generally less aware of how these energy concerns influence the design, deployment, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-28 Estela Suarez , Jorge Amaya , Martin Frank , Oliver Freyermuth , Maria Girone , Bartosz Kostrzewa , Susanne Pfalzner

In the context of building electrification, the operation of distributed energy resources integrating multiple energy carriers (electricity, heat, mobility) poses a significant challenge due to the nonlinear device dynamics, uncertainty,…

Systems and Control · Electrical Eng. & Systems 2026-04-20 Darío Slaifstein , Gautham Ram Chandra Mouli , Laura Ramirez-Elizondo , Pavol Bauer

This paper presents a 3-step system that estimates the real-time energy expenditure of an individual in a non-intrusive way. First, using the user's smart-phone's sensors, we build a Decision Tree model to recognize his physical activity…

Computers and Society · Computer Science 2020-09-09 Maxime De Bois , Hamdi Amroun , Mehdi Ammi

Reducing the fuel consumption within a power network is crucial to enhance the overall system efficiency and minimize operating costs. Fuel consumption minimization can be achieved through different optimization techniques where the output…

Optimization and Control · Mathematics 2023-10-30 Md Isfakul Anam , Tuyen Vu

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

Energy disaggregation is the task of discerning the energy consumption of individual appliances from aggregated measurements, which holds promise for understanding and reducing energy usage. In this paper, we propose PHASED, an optimization…

Signal Processing · Electrical Eng. & Systems 2020-10-05 Faisal M. Almutairi , Aritra Konar , Ahmed S. Zamzam , Nicholas D. Sidiropoulos