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Related papers: Energy Patterns for Web: An Exploratory Study

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Energy efficiency is a crucial quality requirement for mobile applications. However, improving energy efficiency is far from trivial as developers lack the knowledge and tools to aid in this activity. In this paper we study the impact of…

Software Engineering · Computer Science 2019-08-29 Luis Cruz , Rui Abreu , John Grundy , Li Li , Xin Xia

Technology use has grown rapidly in recent years. It is infused in virtually every aspect of organizational and individual life. This technology runs on servers, typically in data centers. As workloads grow, more serves are required. Each…

Software Engineering · Computer Science 2023-11-06 Kaushik Dutta , Debra Vandermeer

Energy is today the most critical environmental challenge. The amount of carbon emissions contributing to climate change is significantly influenced by both the production and consumption of energy. Measuring and reducing the energy…

Improvements in the area of large language models have shifted towards the construction of models capable of using external tools and interpreting their outputs. These so-called web agents have the ability to interact autonomously with the…

Artificial Intelligence · Computer Science 2025-02-26 Lars Krupp , Daniel Geißler , Paul Lukowicz , Jakob Karolus

With the advent of the Internet of Things (IoT), the percentage of global emissions attributable to Information Systems is expected to further increase in the coming years, due to a proliferation of Internet-connected devices omnipresent in…

Software Engineering · Computer Science 2017-06-22 Nadia Gamez , Jose-Miguel Horcas , Monica Pinto , Lidia Fuentes

Energy efficiency is a corner stone of sustainability in data center and high-performance networking. However, at present there is a notable structural mismatch between network silicon development targets and network equipment utilization…

Networking and Internet Architecture · Computer Science 2011-09-06 Daniel Kharitonov

Content Delivery Networks (CDNs) are becoming an integral part of the future generation Internet. Traditionally, these networks have been designed with the goals of traffic offload and the improvement of users' quality of experience (QoE),…

Performance · Computer Science 2015-09-14 Mohammadhassan Safavi , Saeed Bastani

The global data movement over Internet has an estimated energy footprint of 100 terawatt hours per year, costing the world economy billions of dollars. The networking infrastructure together with source and destination nodes involved in the…

Networking and Internet Architecture · Computer Science 2018-10-16 MD S Q Zulkar Nine , Luigi Di Tacchio , Asif Imran , Tevfik Kosar , M. Fatih Bulut , Jinho Hwang

IT power usage is a significant concern. Data center energy consumption is estimated to account for 1% to 1.5% of all energy consumption worldwide. Hardware designers, data center designers, and other members of the IT community have been…

Software Engineering · Computer Science 2023-11-06 Kaushik Dutta , Debra Vandermeer

Machine learning (ML) has seen tremendous advancements, but its environmental footprint remains a concern. Acknowledging the growing environmental impact of ML this paper investigates Green ML, examining various model architectures and…

Machine Learning · Computer Science 2024-06-21 Ioannis Mavromatis , Kostas Katsaros , Aftab Khan

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

Despite the growing necessity to make Internet greener, it is worth pointing out that energy-aware strategies to minimize network energy consumption must not undermine the normal network operation. In particular, two very important issues…

Networking and Internet Architecture · Computer Science 2014-01-10 Bernardetta Addis , Giuliana Carello , Antonio Capone , Luca G. Gianoli , Brunilde Sansò

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

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

Assessing the energy consumption or carbon footprint of data distribution of video streaming services is usually carried out through energy or carbon intensity figures (in Wh or gCO2e per GB). In this paper, we first review the reasons why…

Computers and Society · Computer Science 2023-04-07 Gaël Guennebaud , Aurélie Bugeau , Antoine Dudouit

The popularization of cloud computing has raised concerns over the energy consumption that takes place in data centers. In addition to the energy consumed by servers, the energy consumed by large numbers of network devices emerges as a…

Networking and Internet Architecture · Computer Science 2016-11-17 Lin Wang , Fa Zhang , Jordi Arjona Aroca , Athanasios V. Vasilakos , Kai Zheng , Chenying Hou , Dan Li , Zhiyong Liu

In the last decade, extended efforts have been poured into energy efficiency. Several energy consumption datasets were henceforth published, with each dataset varying in properties, uses and limitations. For instance, building energy…

Computers and Society · Computer Science 2020-09-18 Yassine Himeur , Abdullah Alsalemi , Faycal Bensaali , Abbes Amira

Reduction of unnecessary energy consumption is becoming a major concern in wired networking, because of the potential economical benefits and of its expected environmental impact. These issues, usually referred to as "green networking",…

Networking and Internet Architecture · Computer Science 2015-03-17 Aruna Prem Bianzino , Claude Chaudet , Dario Rossi , Jean-Louis Rougier

High energy consumption is a challenging issue that an ever increasing number of mobile applications face today. However, energy consumption is being tested in an ad hoc way, despite being an important non-functional requirement of an…

Software Engineering · Computer Science 2019-10-22 Luís Cruz , Rui Abreu

Energy efficiency and reliability are vital design requirements of recent industrial networking solutions. Increased energy consumption, poor data access rates and unpredictable end-to-end data access latencies are catastrophic when…

Networking and Internet Architecture · Computer Science 2025-02-24 Theofanis P. Raptis , Andrea Passarella , Marco Conti