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Edge-cloud collaborative computing (ECCC) has emerged as a pivotal paradigm for addressing the computational demands of modern intelligent applications, integrating cloud resources with edge devices to enable efficient, low-latency…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-19 Jing Liu , Yao Du , Kun Yang , Jiaqi Wu , Yan Wang , Xiping Hu , Zehua Wang , Yang Liu , Peng Sun , Azzedine Boukerche , Victor C. M. Leung

Healthcare has become exceptionally sophisticated, as wearables and connected medical devices revolutionize remote patient monitoring, emergency response, medication management, diagnosis, and predictive and prescriptive analytics. Internet…

Cryptography and Security · Computer Science 2026-05-01 N Mangala , Murtaza Rangwala , S Aishwarya , B Eswara Reddy , Rajkumar Buyya , KR Venugopal , SS Iyengar , LM Patnaik

The increasing availability of high-resolution satellite imagery has created immense opportunities for various applications. However, processing and analyzing such vast amounts of data in a timely and accurate manner poses significant…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Kaicheng Sheng , Junxiao Xue , Hui Zhang

Mobile edge cloud is emerging as a promising technology to the internet of things and cyber-physical system applications such as smart home and intelligent video surveillance. In a smart home, various sensors are deployed to monitor the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-07 Sayed Chhattan Shah

Worker monitoring and protection in collaborative robot (cobots) industrial environments requires advanced sensing capabilities and flexible solutions to monitor the movements of the operator in close proximity of moving robots.…

Signal Processing · Electrical Eng. & Systems 2021-03-29 Sanaz Kianoush , Stefano Savazzi , Manuel Beschi , Stephan Sigg , Vittorio Rampa

Intelligent applications based on machine learning are impacting many parts of our lives. They are required to operate under rigorous practical constraints in terms of service latency, network bandwidth overheads, and also privacy. Yet…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-18 Luhui Wang , Cong Zhao , Shusen Yang , Xinyu Yang , Julie McCann

Integrating large language models (LLMs) into autonomous driving enhances personalization and adaptability in open-world scenarios. However, traditional edge computing models still face significant challenges in processing complex driving…

Robotics · Computer Science 2024-08-20 Jiao Chen , Suyan Dai , Fangfang Chen , Zuohong Lv , Jianhua Tang

Smart-city services are typically developed as closed systems within each city's vertical, communicating and interacting with cloud services while remaining isolated within each provider's domain. With the emergence of 5G private domains…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-13 Rodrigo Rosmaninho , Duarte Raposo , Pedro Rito , Susana Sargento

Detecting marine objects inshore presents challenges owing to algorithmic intricacies and complexities in system deployment. We propose a difficulty-aware edge-cloud collaborative sensing system that splits the task into object localization…

Computer Vision and Pattern Recognition · Computer Science 2024-07-30 Wenjun Huang , Hanning Chen , Yang Ni , Arghavan Rezvani , Sanggeon Yun , Sungheon Jeon , Eric Pedley , Mohsen Imani

The edge-cloud continuum has emerged as a transformative paradigm that meets the growing demand for low-latency, scalable, end-to-end service delivery by integrating decentralized edge resources with centralized cloud infrastructures.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-04 Loris Belcastro , Fabrizio Marozzo , Alessio Orsino , Domenico Talia , Paolo Trunfio

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…

Networking and Internet Architecture · Computer Science 2026-02-17 George Violettas , Lefteris Mamatas

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

There is a growing need for low latency for many devices and users. The traditional cloud computing paradigm can not meet this requirement, legitimizing the need for a new paradigm. Edge computing proposes to move computing capacities to…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-12 Samuel Rac , Mats Brorsson

Centralized cloud computing with 100+ milliseconds network latencies cannot meet the tens of milliseconds to sub-millisecond response times required for emerging 5G applications like autonomous driving, smart manufacturing, tactile…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-06 Kunal Rao , Giuseppe Coviello , Wang-Pin Hsiung , Srimat Chakradhar

The conventional device authentication of wireless networks usually relies on a security server and centralized process, leading to long latency and risk of single-point of failure. While these challenges might be mitigated by collaborative…

Cryptography and Security · Computer Science 2023-03-28 He Fang , Zhenlong Xiao , Xianbin Wang , Li Xu , Lajos Hanzo

It is becoming common practice to push interactive and location-based services from remote datacenters to resource-constrained edge domains. This trend creates new management challenges at the network edge, not least to ensure resilience.…

Networking and Internet Architecture · Computer Science 2022-05-19 Jose Moura , David Hutchison

In an edge-cloud multi-tier network, datacenters provide services to mobile users, with each service having specific latency constraints and computational requirements. Deploying such a variety of services while matching their requirements…

Networking and Internet Architecture · Computer Science 2025-02-03 Itamar Cohen , Paolo Giaccone , Carla Fabiana Chiasserini

We consider a centralized detection problem where sensors experience noisy measurements and intermittent connectivity to a centralized fusion center. The sensors collaborate locally within predefined sensor clusters and fuse their noisy…

Signal Processing · Electrical Eng. & Systems 2022-08-23 Michal Yemini , Stephanie Gil , Andrea J. Goldsmith

The Internet of Things (IoT) has grown significantly in popularity, accompanied by increased capacity and lower cost of communications, and overwhelming development of technologies. At the same time, big data and real-time data analysis…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-29 Guadalupe Ortiz , Meftah Zouai , Okba Kazar , Alfonso Garcia-de-Prado , Juan Boubeta-Puig

The fifth generation (5G) mobile telecommunication network is expected to support Multi- Access Edge Computing (MEC), which intends to distribute computation tasks and services from the central cloud to the edge clouds. Towards…

Networking and Internet Architecture · Computer Science 2019-07-03 Bin Han , Stan Wong , Christian Mannweiler , Marcos Rate Crippa , Hans D. Schotten
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