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The advent of the Edge Computing (EC) leads to a huge ecosystem where numerous nodes can interact with data collection devices located close to end users. Human detection and tracking can be realized at edge nodes that perform the…

Computer Vision and Pattern Recognition · Computer Science 2023-03-21 Fesatidis Georgios , Bratsos Dimitrios , Kostas Kolomvatsos

Driven by great demands on low-latency services of the edge devices (EDs), mobile edge computing (MEC) has been proposed to enable the computing capacities at the edge of the radio access network. However, conventional MEC servers suffer…

Signal Processing · Electrical Eng. & Systems 2019-01-29 Pengfei Wang , Zijie Zheng , Boya Di , Lingyang Song

Low-Latency IoT applications such as autonomous vehicles, augmented/virtual reality devices and security applications require high computation resources to make decisions on the fly. However, these kinds of applications cannot tolerate…

Networking and Internet Architecture · Computer Science 2022-01-31 Amine Abouaomar , Soumaya Cherkaoui , Zoubeir Mlika , Abdellatif Kobbane

Mobile edge computing (MEC) enables web data caching in close geographic proximity to end users. Popular data can be cached on edge servers located less than hundreds of meters away from end users. This ensures bounded latency guarantees…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-02 Bo Li , Qiang He , Feifei Chen , Lingjuan Lyu , Athman Bouguettaya , Yun Yang

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

In recent years, there is an emerging trend that some computing services are moving from cloud to the edge of the networks. Compared to cloud computing, edge computing can provide services with faster response, lower expense, and more…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-30 Jinyue Song , Tianbo Gu , Yunjie Ge , Prasant Mohapatra

Edge computing is a promising solution to enable low-latency IoT applications, by shifting computation from remote data centers to local devices, less powerful but closer to the end user devices. However, this creates the challenge on how…

Networking and Internet Architecture · Computer Science 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

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 edge of the network has the potential to host services for supporting a variety of user applications, ranging in complexity from data preprocessing, image and video rendering, and interactive gaming, to embedded systems in autonomous…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-05 Blesson Varghese , Massimo Villari , Omer Rana , Philip James , Tejal Shal , Maria Fazio , Rajiv Ranjan

The automotive and telco industries have taken an investment bet on the connected car market, pushing for the digital transformation of the sector by exploiting recent Information and Communication Technology (ICT) progress. As ICT…

Networking and Internet Architecture · Computer Science 2018-03-20 Fabio Giust , Vincenzo Sciancalepore , Dario Sabella , Miltiades C. Filippou , Simone Mangiante , Walter Featherstone , Daniele Munaretto

This paper overviews the state of the art, research challenges, and future opportunities in an emerging research direction: Social Sensing based Edge Computing (SSEC). Social sensing has emerged as a new sensing application paradigm where…

Human-Computer Interaction · Computer Science 2019-05-28 Daniel Zhang , Nathan Vance , Dong Wang

Driven by the visions of Internet of Things (IoT), there is an ever-increasing demand for computation resources of IoT users to support diverse applications. Mobile edge computing (MEC) has been deemed a promising solution to settle the…

Systems and Control · Electrical Eng. & Systems 2022-08-31 Zhengyu Song , Xintong Qin , Yuanyuan Hao , Tianwei Hou , Jun Wang , Xin Sun

As one key enabler of Intelligent Transportation System (ITS), Vehicular Ad Hoc Network (VANET) has received remarkable interest from academia and industry. The emerging vehicular applications and the exponential growing data have naturally…

Signal Processing · Electrical Eng. & Systems 2019-08-20 Lei Liu , Chen Chen , Qingqi Pei , Sabita Maharjan , Yan Zhang

Edge computing is projected to become the dominant form of cloud computing in the future because of the significant advantages it brings to both users (less latency, higher throughput) and telecom operators (less Internet traffic, more…

Networking and Internet Architecture · Computer Science 2023-07-18 Chiara Caiazza , Claudio Cicconetti , Valerio Luconi , Alessio Vecchio

Internet of Things and cloud computing are two technological paradigms that reached widespread adoption in recent years. These paradigms are complementary: IoT applications often rely on the computational resources of the cloud to process…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-12 Danylo Khalyeyev , Tomáš Bureš , Petr Hnětynka

Under several emerging application scenarios, such as in smart cities, operational monitoring of large infrastructure, wearable assistance, and Internet of Things, continuous data streams must be processed under very short delays. Several…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-05 Marcos Dias de Assuncao , Alexandre da Silva Veith , Rajkumar Buyya

Motivated by applications such as on-device collaborative neural network inference, this work investigates edge-facilitated collaborative fog computing - in which edge-devices collaborate with each other and with the edge of the network to…

Signal Processing · Electrical Eng. & Systems 2020-10-22 Antoine Paris , Hamed Mirghasemi , Ivan Stupia , Luc Vandendorpe

Multi-access Edge Computing (MEC) delivers low-latency services by hosting applications near end-users. To promote sustainability, these systems are increasingly integrated with renewable Energy Harvesting (EH) technologies, enabling…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-21 Shuyi Chen , Panagiotis Oikonomou , Zhengchang Hua , Nikos Tziritas , Karim Djemame , Nan Zhang , Georgios Theodoropoulos

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

Edge Computing (EC) is about remodeling the way data is handled, processed, and delivered within a vast heterogeneous network. One of the fundamental concepts of EC is to push the data processing near the edge by exploiting front-end…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-14 Raby Hamadi , Abdullah Khanfor , Hakim Ghazzai , Yehia Massoud
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