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Meta computing is a new computing paradigm that aims to efficiently utilize all network computing resources to provide fault-tolerant, personalized services with strong security and privacy guarantees. It also seeks to virtualize the…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-21 Mengjie Liu , Yihua Li , Fangyi Mou , Zhiqing Tang , Jiong Lou , Jianxiong Guo , Weijia Jia

By acquiring cloud-like capacities at the edge of a network, edge computing is expected to significantly improve user experience. In this paper, we formulate a hybrid edge-cloud computing system where an edge device with limited local…

Information Theory · Computer Science 2020-01-27 Thinh Quang Dinh , Ben Liang , Tony Q. S. Quek , Hyundong Shin

Mobile edge computing (MEC) pushes computing resources to the edge of the network and distributes them at the edge of the mobile network. Offloading computing tasks to the edge instead of the cloud can reduce computing latency and backhaul…

Networking and Internet Architecture · Computer Science 2024-02-22 Run Yang , Hui He , Weizhe Zhang

The heterogeneous and distributed nature of the Internet of Things (IoT) is driving the need for extremely fast and fine-grained service provisioning in 5/5+G architectures and beyond. To meet these needs, it is critical to enable efficient…

Networking and Internet Architecture · Computer Science 2018-03-05 Mays AL-Naday , Martin J. Reed , Janne Riihijärvi , Dirk Trossen , Nikolaos Thomos , Mohammed Q. S. Al-Khalidi

Edge computing has emerged as a paradigm to bring low-latency and bandwidth-intensive applications close to end-users. However, edge computing platforms still face challenges related to resource constraints, connectivity, and security. We…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-02 Carmine Cesarano , Alessio Foggia , Gianluca Roscigno , Luca Andreani , Roberto Natella

The tremendous advancements in the Internet of Things (IoT) increasingly involve computationally intensive services. These services often require more computation resources than can entirely be satisfied on local IoT devices. Cloud…

Networking and Internet Architecture · Computer Science 2021-04-09 Boubakr Nour , Soumaya Cherkaoui

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Edge inference is becoming ever prevalent through its applications from retail to wearable technology. Clusters of networked resource-constrained edge devices are becoming common, yet there is no production-ready orchestration system for…

Networking and Internet Architecture · Computer Science 2022-11-21 Arjun Parthasarathy , Bhaskar Krishnamachari

The rise of the Internet of Things and edge computing has shifted computing resources closer to end-users, benefiting numerous delay-sensitive, computation-intensive applications. To speed up computation, distributed computing is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Ke Ma , Junfei Xie

The use of virtualization technologies in different contexts - such as Cloud Environments, Internet of Things (IoT), Software Defined Networking (SDN) - has rapidly increased during the last years. Among these technologies, container-based…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-30 Roberto Morabito

In fog-aided cellular systems, content delivery latency can be minimized by jointly optimizing edge caching and transmission strategies. In order to account for the cache capacity limitations at the Edge Nodes (ENs), transmission generally…

Information Theory · Computer Science 2018-03-22 Jingjing Zhang , Osvaldo Simeone

Grid computing is distributed computing performed transparently across multiple administrative domains. Grid middleware, which is meant to enable access to grid resources, is currently widely seen as being too heavyweight and, in…

Computational Physics · Physics 2007-05-23 P. V. Coveney , R. S. Saksena , S. J. Zasada , M. McKeown , S. Pickles

Deep neural networks with large model sizes achieve state-of-the-art results for tasks in computer vision (CV) and natural language processing (NLP). However, these large-scale models are too compute- or memory-intensive for…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-29 Yang Hu , Connor Imes , Xuanang Zhao , Souvik Kundu , Peter A. Beerel , Stephen P. Crago , John Paul N. Walters

In edge computing scenarios, the distribution of data and collaboration of workloads on different layers are serious concerns for performance, privacy, and security issues. So for edge computing benchmarking, we must take an end-to-end…

Performance · Computer Science 2019-08-07 Tianshu Hao , Yunyou Huang , Xu Wen , Wanling Gao , Fan Zhang , Chen Zheng , Lei Wang , Hainan Ye , Kai Hwang , Zujie Ren , Jianfeng Zhan

A fog-aided wireless network architecture is studied in which edge-nodes (ENs), such as base stations, are connected to a cloud processor via dedicated fronthaul links, while also being endowed with caches. Cloud processing enables the…

Information Theory · Computer Science 2019-12-19 Avik Sengupta , Ravi Tandon , Osvaldo Simeone

Real-time applications in the next generation networks often rely upon offloading the computational task to a \textit{nearby} server to achieve ultra-low latency. Augmented reality applications for instance have strict latency requirements…

Networking and Internet Architecture · Computer Science 2018-11-29 Sumit Maheshwari , Dipankar Raychaudhuri

This paper proposes an architectural framework for the efficient orchestration of containers in cloud environments. It centres around resource scheduling and rescheduling policies as well as autoscaling algorithms that enable the creation…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-26 Rajkumar Buyya , Maria A. Rodriguez , Adel Nadjaran Toosi , Jaeman Park

Serverless computing has emerged as an attractive paradigm due to the efficiency of development and the ease of deployment without managing any underlying infrastructure. Nevertheless, serverless computing approaches face numerous…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-18 Emilian Simion , Yuandou Wang , Hsiang-ling Tai , Uraz Odyurt , Zhiming Zhao

Deploying complex, distributed scientific workflows across diverse HPC sites is often hindered by site-specific dependencies and complex build environments. This paper investigates the design and performance of portable HPC container images…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-13 Krishna Kant Singh , Eric Müller , Eleni Mathioulaki , Wouter Klijn , Lena Oden

Despite the de-facto technological uniformity fostered by the cloud and edge computing paradigms, resource fragmentation across isolated clusters hinders the dynamism in application placement, leading to suboptimal performance and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-26 Marco Iorio , Fulvio Risso , Alex Palesandro , Leonardo Camiciotti , Antonio Manzalini
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