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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

The sustainability impacts of ICT systems are difficult to assess and govern due to structural complexity, fragmented measurement practices, and unclear responsibilities across system layers. We argue that these challenges cannot be…

Computer network tends to be subjected to the proliferation of mobile demands and increasingly multifarious, therefore it poses a great challenge to guarantee the quality of network service. By designing the model according to different…

Networking and Internet Architecture · Computer Science 2021-01-22 Yue Hong Gao , Xiao Hong , Hao Tian Yang , Lu Chen , Xiao Nan Zhang

Conventional cellular wireless networks were designed with the purpose of providing high throughput for the user and high capacity for the service provider, without any provisions of energy efficiency. As a result, these networks have an…

Networking and Internet Architecture · Computer Science 2012-11-01 Ender Ayanoglu

With infrastructure systems lasting for decades, even centuries, there is growing need to assess sustainability impacts. However, compared to energy or transportation networks (which each contribute roughly one third of global emissions),…

Applications · Statistics 2023-11-10 Edward J. Oughton , Jeongjin Oh , Sara Ballan , Julius Kusuma

Network layers are analyzed for their design and issues of researches, while dense wavelength division multiplexing equipment has been deployed in networks of major telecommunications carriers for a long time, the efficiency of networking…

Networking and Internet Architecture · Computer Science 2014-04-08 Gourav Verma , Deepika Ramaiya

The performances of the fifth generation (5G) wireless communication systems are significantly affected by edge cache and transport network. These emerging components bring substantial costs of the placement and utilization, and the…

Information Theory · Computer Science 2016-10-05 Zhipeng Yan , Mugen Peng , Chonggang Wang

The problem of energy-efficient precoding is investigated when the terminals in the system are equipped with multiple antennas. Considering static and fast-fading multiple-input multiple-output (MIMO) channels, the energy-efficiency is…

Information Theory · Computer Science 2015-05-20 E. V. Belmega , S. Lasaulce

Excessive greenhouse gas emissions from the transportation sector have led companies to move towards a sustainable supply chain network design. In this study we present a new bi-objective non-linear formulation where multiple inventory…

Optimization and Control · Mathematics 2021-04-14 Meysam Mahjoob , Seyed Sajjad Fazeli , Soodabeh Milanlouei , Ali Kamali Mohammadzadeh , Leyla Sadat Tavassoli

Wireless systems, which include cellular phones, have become an essential part of the modern life. However the mounting evidence that cellular radiation might adversely affect the health of its users, leads to a growing concern among…

Information Theory · Computer Science 2009-06-30 Doron Ezri , Shimi Shilo

Tremendous technology development in the field of Internet of Things (IoT) has changed the way we work and live. Although the numerous advantages of IoT are enriching our society, it should be reminded that the IoT also consumes energy,…

Signal Processing · Electrical Eng. & Systems 2018-05-03 S. H. Alsamhi , Ou Ma , M. Samar Ansari , Qingliang Meng

Future wireless cellular networks will utilize millimeter-wave and sub-THz frequencies and deploy small-cell base stations to achieve data rates on the order of hundreds of Gigabits per second per user. The move to sub-THz frequencies will…

Information Theory · Computer Science 2023-01-18 O. Kanhere , H. Poddar , Y. Xing , D. Shakya , S. Ju , T. S. Rappaport

As the Metaverse is iteratively being defined, its potential to unleash the next wave of digital disruption and create real-life value becomes increasingly clear. With distinctive features of immersive experience, simultaneous…

Networking and Internet Architecture · Computer Science 2023-04-17 Siyue Zhang , Wei Yang Bryan Lim , Wei Chong Ng , Zehui Xiong , Dusit Niyato , Xuemin Sherman Shen , Chunyan Miao

Energy efficiency is a key requirement in the design of wireless sensor networks. While most theoretical studies only account for the energy requirements of communication, the sensing process, which includes measurements and compression,…

Information Theory · Computer Science 2012-05-23 Xi Liu , Osvaldo Simeone , Elza Erkip

We revisit performance metrics for optical communication systems with FEC. We illustrate the concept of universality and discuss the most widespread performance thresholds. Finally, we show by example how to include FEC into transmission…

Information Theory · Computer Science 2022-04-12 Laurent Schmalen

Harvesting energy from nature (solar, wind etc.) is envisioned as a key enabler for realizing green wireless networks. However, green energy sources are geographically distributed and the power amount is random which may not enough to power…

Information Theory · Computer Science 2018-02-20 Yanju Gu

As 5G deployments continue throughout the world, concerns regarding its energy consumption have gained significant traction. This article focuses on radio access networks (RANs) which account for a major portion of the network energy use.…

Networking and Internet Architecture · Computer Science 2024-02-20 Lopamudra Kundu , Xingqin Lin , Rajesh Gadiyar

In recent years, there has been a strong interest in measuring the available bandwidth of network paths. Several methods and techniques have been proposed and various measurement tools have been developed and evaluated. However, there have…

Networking and Internet Architecture · Computer Science 2007-06-28 Ahmed Ait Ali , Fabien Michaut , Francis Lepage

Climate change resulting from the misuse and over-exploitation of natural resources has affected and continues to impact the planet's ecosystem. This pressing issue is leading to the development of novel technologies to sense and measure…

Signal Processing · Electrical Eng. & Systems 2021-10-08 Lasantha Thakshila Wedage , Bernard Butler , Sasitharan Balasubramaniam , Yevgeni Koucheryavy , Josep M. Jornet

In recent years, larger and deeper models are springing up and continuously pushing state-of-the-art (SOTA) results across various fields like natural language processing (NLP) and computer vision (CV). However, despite promising results,…

Machine Learning · Computer Science 2021-11-11 Jingjing Xu , Wangchunshu Zhou , Zhiyi Fu , Hao Zhou , Lei Li
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