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The energy demands of Ethernet links have been an active focus of research in the recent years. This work has enabled a new generation of Energy Efficient Ethernet (EEE) interfaces able to adapt their power consumption to the actual traffic…

Networking and Internet Architecture · Computer Science 2018-02-19 Miguel Rodríguez Pérez , Manuel Fernández Veiga , Sergio Herrería Alonso , Mariem Hmila , Cándido López García

This paper examines the analysis of package power consumption using Intel's telemetry data. It challenges the prevailing belief that hardware choice is the primary determinant of a device's power consumption and instead emphasizes the…

Computers and Society · Computer Science 2026-02-27 Harry Cheon , Yuyang Pang , Zhiting Hu , Benjamin Smarr , Julien Sebot , Bijan Arbab , Ahmed Shams

To raise awareness of the environmental impact of deep learning (DL), many studies estimate the energy use of DL systems. However, energy estimates during DL training often rely on unverified assumptions. This work addresses that gap by…

Machine Learning · Computer Science 2025-09-26 Santiago del Rey , Luís Cruz , Xavier Franch , Silverio Martínez-Fernández

With current efforts to design Future Internet Architectures (FIAs), the evaluation and comparison of different proposals is an interesting research challenge. Previously, metrics such as bandwidth or latency have commonly been used to…

Networking and Internet Architecture · Computer Science 2016-10-10 Chen Chen , David Barrera , Adrian Perrig

Large language models trained on source code can support a variety of software development tasks, such as code recommendation and program repair. Large amounts of data for training such models benefit the models' performance. However, the…

Software Engineering · Computer Science 2023-07-06 Max Hort , Anastasiia Grishina , Leon Moonen

Software-defined networking (SDN) paradigm, with the flexible and logically centralized control, enables dynamically minimizing the network energy consumption by redirecting paths of packets. However, the links and switches are designed to…

Networking and Internet Architecture · Computer Science 2020-05-06 Beakal Gizachew Assefa , Öznur Özkasap

The growing computational demand for deep neural networks ( DNNs) has raised concerns about their energy consumption and carbon footprint, particularly as the size and complexity of the models continue to increase. To address these…

Cryptography and Security · Computer Science 2025-03-10 Hanene F. Z. Brachemi Meftah , Wassim Hamidouche , Sid Ahmed Fezza , Olivier Deforges

A Mobile Ad hoc Network (MANET) is a group of mobile nodes that can be set up randomly and formed without the need of any existing network infrastructure or centralized administration. In this network the mobile devices are dependent on…

Networking and Internet Architecture · Computer Science 2013-04-12 Said El Kafhali , Abdelkrim Haqiq

The amount of software running on mobile devices is constantly growing as consumers and industry purchase more battery powered devices. On the other hand, tools that provide developers with feed- back on how their software changes affect…

Performance · Computer Science 2016-11-04 Stephen Romansky

The ever increasing number and complexity of energy-bound devices (such as the ones used in Internet of Things applications, smart phones, and mission critical systems) pose an important challenge on techniques to optimize their energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-25 Umer Liqat , Zorana Bankovic , Pedro Lopez-Garcia , Manuel V. Hermenegildo

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 widespread proliferation of Internet and wireless applications has produced a significant increase of ICT energy footprint. As a response, in the last five years, significant efforts have been undertaken to include energy-awareness into…

Networking and Internet Architecture · Computer Science 2015-07-10 Bernardetta Addis , Antonio Capone , Giuliana Carello , Luca G. Gianoli , Brunilde Sansò

In a decentralized household energy system consisting of various devices such as washing machines, heat pumps, and solar panels, understanding the electric energy consumption and production data at the granularity of the device helps…

Databases · Computer Science 2021-08-04 Jiantao Wu , Fabrizio Orlandi , Tarek AlSkaif , Declan O'Sullivan , Soumyabrata Dev

Does the choice of programming language affect energy consumption? Previous highly visible studies have established associations between certain programming languages and energy consumption. A causal misinterpretation of this work has led…

Programming Languages · Computer Science 2025-10-06 Nicolas van Kempen , Hyuk-Je Kwon , Dung Tuan Nguyen , Emery D. Berger

6th Generation (6G) mobile networks are envisioned to support several new capabilities and data-centric applications for unprecedented number of users, potentially raising significant energy efficiency and sustainability concerns. This…

Networking and Internet Architecture · Computer Science 2025-09-16 Rashmi Kamran , Mahesh Ganesh Bhat , Pranav Jha , Shana Moothedath , Manjesh Hanawal , Prasanna Chaporkar

Forecasting building energy usage is essential for promoting sustainability and reducing waste, as it enables building managers to optimize energy consumption and reduce costs. This importance is magnified during anomalous periods, such as…

Machine Learning · Computer Science 2023-10-05 Arian Prabowo , Kaixuan Chen , Hao Xue , Subbu Sethuvenkatraman , Flora D. Salim

The increasing electricity demands of personal computers, communication networks, and data centers contribute to higher atmospheric greenhouse gas emissions, which in turn lead to global warming and climate change. Therefore the energy…

Software Engineering · Computer Science 2025-06-24 Tom Cappendijk , Pepijn de Reus , Ana Oprescu

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

The energy inefficiency of the apps can be a major issue for the app users which is discussed on App Stores extensively. Previous research has shown the importance of investigating the energy related app reviews to identify the major causes…

Artificial Intelligence · Computer Science 2023-04-25 Noshin Nawal

Building energy efficient software is an increasingly important task for mobile developers. However, a cumulative body of knowledge of techniques that support this goal does not exist. We conduct a systematic literature review to gather…

Software Engineering · Computer Science 2023-08-17 Stefan Huber , Tobias Lorey , Michael Felderer