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Recent advancements in data stream processing frameworks have improved real-time data handling, however, scalability remains a significant challenge affecting throughput and latency. While studies have explored this issue on local machines…

分布式、并行与集群计算 · 计算机科学 2025-04-04 Apurv Deepak Kulkarni , Siavash Ghiasvand

We present an architecture for the provision of video Content Delivery Network (CDN) functionality as a service over a multi-domain cloud. We introduce the concept of a CDN slice, that is, a CDN service instance which is created upon a…

网络与互联网体系结构 · 计算机科学 2022-01-12 T. Taleb , P. A. Frangoudis , I. Benkacem , A. Ksentini

With the advancement of technology, the data generated in our lives is getting faster and faster, and the amount of data that various applications need to process becomes extremely huge. Therefore, we need to put more effort into analyzing…

分布式、并行与集群计算 · 计算机科学 2021-09-08 Chuan-Chi Lai , Chuan-Ming Liu , Yan-Lin Chen , Li-Chun Wang

Rapid advancements in sixth-generation (6G) networks and large language models (LLMs) have paved the way for ubiquitous intelligence, wherein seamless connectivity and distributed artificial intelligence (AI) have revolutionized various…

人工智能 · 计算机科学 2026-01-30 Zitong Yu , Boquan Sun , Yang Li , Zheyan Qu , Xing Zhang

Multi-access Edge Computing (MEC) is a type of network architecture that provides cloud computing capabilities at the edge of the network. We consider the use case of video surveillance for an university campus running on a 5G-MEC…

分布式、并行与集群计算 · 计算机科学 2024-10-28 Ricardo N. Boing , Hugo Vaz Sampaio , Fernando Koch , Rene N. S. Cruz , Carlos B. Westphall

The explosive growth of video data has driven the development of distributed video analytics in cloud-edge-terminal collaborative (CETC) systems, enabling efficient video processing, real-time inference, and privacy-preserving analysis.…

网络与互联网体系结构 · 计算机科学 2025-04-08 Linxiao Gong , Hao Yang , Gaoyun Fang , Bobo Ju , Juncen Guo , Xiaoguang Zhu , Xiping Hu , Yan Wang , Peng Sun , Azzedine Boukerche

This paper presents the DECICE project (Device Edge Cloud Intelligent Collaboration framEwork), a Horizon Europe Research and Innovation Action (Grant No. 101092582, December 2022 to November 2025) that developed an open-source framework…

This project aims to study the feasibility and cost-effectiveness of using edge computing for stream data processing in the context of Internet of Things (IoT) in manufacturing in Europe. Two scenarios were considered: using edge computing…

分布式、并行与集群计算 · 计算机科学 2023-03-01 Federico Ruilova , Aleksandar Yonchev

TriCloudEdge is a scalable three-tier cloud continuum that integrates far-edge devices, intermediate edge nodes, and central cloud services, working in parallel as a unified solution. At the far edge, ultra-low-cost microcontrollers can…

网络与互联网体系结构 · 计算机科学 2026-02-17 George Violettas , Lefteris Mamatas

With the growth of real-time applications and IoT devices, computation is moving from cloud-based services to the low latency edge, creating a computing continuum. This continuum includes diverse cloud, edge, and endpoint devices, posing…

分布式、并行与集群计算 · 计算机科学 2024-11-27 Zahra Najafabadi Samani , Matthias Gassner , Thomas Fahringer , Juan Aznar Poveda , Stefan Pedratscher

Cloud Computing researches involve a tremendous amount of entities such as users, applications, and virtual machines. Due to the limited access and often variable availability of such resources, researchers have their prototypes tested…

分布式、并行与集群计算 · 计算机科学 2016-01-18 Pradeeban Kathiravelu

With the increasing popularity of accelerator technologies (e.g., GPUs and TPUs) and the emergence of domain-specific computing via ASICs and FPGA, the matter of heterogeneity and understanding its ramifications on the performance has…

分布式、并行与集群计算 · 计算机科学 2023-03-21 Ali Mokhtari , Drake Rawls , Tony Huynh , Jeremiah Green , Mohsen Amini Salehi

Network slicing of multi-access edge computing (MEC) resources is expected to be a pivotal technology to the success of 5G networks and beyond. The key challenge that sets MEC slicing apart from traditional resource allocation problems is…

网络与互联网体系结构 · 计算机科学 2022-02-23 Salvatore D'Oro , Leonardo Bonati , Francesco Restuccia , Michele Polese , Michele Zorzi , Tommaso Melodia

Mobile edge computing is beneficial to reduce service response time and core network traffic by pushing cloud functionalities to network edge. Equipped with storage and computation capacities, edge nodes can cache services of…

网络与互联网体系结构 · 计算机科学 2020-02-05 Xiao Ma , Ao Zhou , Shan Zhang , Shangguang Wang

Edge computing has emerged as a popular paradigm for supporting mobile and IoT applications with low latency or high bandwidth needs. The attractiveness of edge computing has been further enhanced due to the recent availability of…

分布式、并行与集群计算 · 计算机科学 2020-03-30 Qianlin Liang , Prashant Shenoy , David Irwin

The improvements in the edge computing technology pave the road for diversified applications that demand real-time interaction. However, due to the mobility of the end-users and the dynamic edge environment, it becomes challenging to handle…

网络与互联网体系结构 · 计算机科学 2025-02-25 Baris Yamansavascilar , Ahmet Cihat Baktir , Cagatay Sonmez , Atay Ozgovde , Cem Ersoy

As the convergence of cloud computing and advanced networking continues to reshape modern software development, edge-cloud-native paradigms have become essential for enabling scalable, resilient, and agile digital services that depend on…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Juahn Kwon , Mohsen Amini Salehi

More widespread adoption requires swarms of robots to be more flexible for real-world applications. Multiple challenges remain in complex scenarios where a large amount of data needs to be processed in real-time and high degrees of…

机器人学 · 计算机科学 2020-04-30 Jorge Peña Queralta , Li Qingqing , Tuan Nguyen Gia , Hong-Linh Truong , Tomi Westerlund

Huge amount of data with both space and text information, e.g., geo-tagged tweets, is flooding on the Internet. Such spatio-textual data stream contains valuable information for millions of users with various interests on different keywords…

数据库 · 计算机科学 2017-08-24 Zhida Chen , Gao Cong , Zhenjie Zhang , Tom Z. J. Fu , Lisi Chen

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

机器学习 · 计算机科学 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini