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Recently, there are significant advances in the areas of networking, caching and computing. Nevertheless, these three important areas have traditionally been addressed separately in the existing research. In this paper, we present a novel…

Networking and Internet Architecture · Computer Science 2016-11-17 Qingxia Chen , F. Richard Yu , Tao Huang , Renchao Xie , Jiang Liu , Yunjie Liu

Cloud platforms' growing energy demand and carbon emissions are raising concern about their environmental sustainability. The current approach to enabling sustainable clouds focuses on improving energy-efficiency and purchasing carbon…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-17 Noman Bashir , Tian Guo , Mohammad Hajiesmaili , David Irwin , Prashant Shenoy , Ramesh Sitaraman , Abel Souza , Adam Wierman

Datacenters provide cost-effective and flexible access to scalable compute and storage resources necessary for today's cloud computing needs. A typical datacenter is made up of thousands of servers connected with a large network and usually…

Networking and Internet Architecture · Computer Science 2018-05-24 Mohammad Noormohammadpour , Cauligi S. Raghavendra

In recent years graph neural network (GNN)-based approaches have become a popular strategy for processing point cloud data, regularly achieving state-of-the-art performance on a variety of tasks. To date, the research community has…

Computer Vision and Pattern Recognition · Computer Science 2021-08-19 Shyam A. Tailor , René de Jong , Tiago Azevedo , Matthew Mattina , Partha Maji

Deep learning models are being deployed in many mobile intelligent applications. End-side services, such as intelligent personal assistants, autonomous cars, and smart home services often employ either simple local models on the mobile or…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-06 Amir Erfan Eshratifar , Mohammad Saeed Abrishami , Massoud Pedram

Network Function Virtualization (NFV) platforms consume significant energy, introducing high operational costs in edge and data centers. This paper presents a novel framework called GreenNFV that optimizes resource usage for network…

Networking and Internet Architecture · Computer Science 2023-10-18 MD S Q Zulkar Nine , Tevfik Kosar , Fatih Bulut , Jinho Hwang

In the past few years, datacenter (DC) energy consumption has become an important issue in technology world. Server consolidation using virtualization and virtual machine (VM) live migration allows cloud DCs to improve resource utilization…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-27 Amir Varasteh , Farzad Tashtarian , Maziar Goudarzi

Cloud providers, like Amazon, offer their data centers' computational and storage capacities for lease to paying customers. High electricity consumption, associated with running a data center, not only reflects on its carbon footprint, but…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-02-16 Michele Mazzucco , Dmytro Dyachuk , Ralph Deters

Vehicular Cloud Computing (VCC) leverages the idle computing capacity of vehicles to execute end-users' offloaded tasks without requiring new computation infrastructure. Despite its conceptual appeal, VCC adoption is hindered by the lack of…

Computer Science and Game Theory · Computer Science 2025-10-03 Rosario Patanè , Andrea Araldo , Nadjib Achir , Lila Boukhatem

Cloud platforms commonly exploit workload temporal flexibility to reduce their carbon emissions. They suspend/resume workload execution for when and where the energy is greenest. However, increasingly prevalent delay-intolerant real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-13 Tharindu B. Hewage , Shashikant Ilager , Maria A. Rodriguez , Rajkumar Buyya

Data centers have become ubiquitous for today's businesses. From banks to startups, they rely on cloud infrastructure to deploy user applications. In this context, it is vital to provide users with application performance guarantees.…

Networking and Internet Architecture · Computer Science 2024-08-26 Diana Andreea Popescu

Energy consumption is a growing issue in data centers, impacting their economic viability and their public image. In this work we empirically characterize the power and energy consumed by different types of servers. In particular, in order…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-02-05 Jordi Arjona , Angelos Chatzipapas , Antonio Fernandez Anta , Vincenzo Mancuso

Software Defined Networking (SDN) achieves programmability of a network through separation of the control and data planes. It enables flexibility in network management and control. Energy efficiency is one of the challenging global problems…

Networking and Internet Architecture · Computer Science 2021-08-06 Beakal Gizachew Assefa , Oznur Ozkasap

"Geographic Load Balancing" is a strategy for reducing the energy cost of data centers spreading across different terrestrial locations. In this paper, we focus on load balancing among micro-datacenters powered by renewable energy sources.…

Performance · Computer Science 2016-12-13 Giovanni Neglia , Matteo Sereno , Giuseppe Bianchi

Modular data centers (MDCs) that can be placed right at the energy farms and powered mostly by renewable energy, are proven to be a flexible and effective approach to lowering the carbon footprint of data centers. However, the main…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-05 Jinghan Sun , Zibo Gong , Anup Agarwal , Shadi Noghabi , Ranveer Chandra , Marc Snir , Jian Huang

Major innovations in computing have been driven by scaling up computing infrastructure, while aggressively optimizing operating costs. The result is a network of worldwide datacenters that consume a large amount of energy, mostly in an…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-30 Walid A. Hanafy , Roozbeh Bostandoost , Noman Bashir , David Irwin , Mohammad Hajiesmaili , Prashant Shenoy

With the ubiquitous use of modern large language models (LLMs) across industries, the inference serving for these models is ever expanding. Given the high compute and memory requirements of modern LLMs, more and more top-of-the-line GPUs…

Artificial Intelligence · Computer Science 2024-04-01 Jovan Stojkovic , Esha Choukse , Chaojie Zhang , Inigo Goiri , Josep Torrellas

To meet the increasing demand for cloud computing services, the scale and number of data centers keeps increasing worldwide. This growth comes at the cost of increased electricity consumption, which directly correlates to CO2 emissions, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-18 Matteo Zanotto , Leonardo Vicentini , Redi Vreto , Francesco Lumpp , Diego Braga , Sandro Fiore

Datacenters of today have maintained the same architecture for decades using the server as the primary building block. However, this traditional approach suffers from under-utilization of its resources, often caused by over-allocating these…

Hardware Architecture · Computer Science 2024-02-21 Mohammad Ewais , Paul Chow

The importance of cloud computing has grown over the last years, which resulted in a significant increase of Data Center (DC) network requirements. Virtualisation is one of the key drivers of that transformation and enables a massive…

Cryptography and Security · Computer Science 2023-04-13 Igor Ivkić , Dominik Thiede , Nicholas Race , Matthew Broadbent , Antonios Gouglidis
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