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Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

Edge computing provides a cloud-like architecture where small-scale resources are distributed near the network edge, enabling applications on resource-constrained devices to offload latency-critical computations to these resources. While…

Performance · Computer Science 2026-01-13 Muhammad Danish Waseem , Ahmed Ali-Eldin

Data-intensive applications are growing at an increasing rate and there is a growing need to solve scalability and high-performance issues in them. By the advent of Cloud computing paradigm, it became possible to harness remote resources to…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-06-27 Shreshth Tuli , Nipam Basumatary , Rajkumar Buyya

Technological evolution of mobile user equipments (UEs), such as smartphones or laptops, goes hand-in-hand with evolution of new mobile applications. However, running computationally demanding applications at the UEs is constrained by…

Information Theory · Computer Science 2017-03-14 Pavel Mach , Zdenek Becvar

Computational offloading is a promising approach for overcoming resource constraints on client devices by moving some or all of an application's computations to remote servers. With the advent of specialized hardware accelerators, client…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-09 Nathan Ng , David Irwin , Ananthram Swami , Don Towsley , Prashant Shenoy

The current trend in end-user devices' advancements in computing and communication capabilities makes edge computing an attractive solution to pave the way for the coveted ultra-low latency services. The success of the edge computing…

Networking and Internet Architecture · Computer Science 2022-04-15 Sam Aleyadeh , Abdallah Moubayed , Abdallah Shami

In cloud-edge-device (CED) collaborative query (CQ) processing, by leveraging CED collaboration, the advantages of both cloud computing and edge resources can be fully integrated. However, it is difficult to implement collaborative…

As the explosive growth of smart devices and the advent of many new applications, traffic volume has been growing exponentially. The traditional centralized network architecture cannot accommodate such user demands due to heavy burden on…

Networking and Internet Architecture · Computer Science 2017-04-03 Shuo Wang , Xing Zhang , Yan Zhang , Lin Wang , Juwo Yang , Wenbo Wang

Contrary to using distant and centralized cloud data center resources, employing decentralized resources at the edge of a network for processing data closer to user devices, such as smartphones and tablets, is an upcoming computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-22 Cheol-Ho Hong , Blesson Varghese

Edge Computing emerges as a promising alternative of Cloud Computing, with scalable compute resources and services deployed in the path between IoT devices and Cloud. Since virtualization techniques can be applied on Edge compute nodes,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-13 Joanna Georgiou , Moysis Symeonides , George Pallis , Marios D. Dikaiakos

Edge computing is one of the key driving forces to enable Beyond 5G (B5G) and 6G networks. Due to the unprecedented increase in traffic volumes and computation demands of future networks, multi-access (or mobile) edge computing (MEC) is…

Networking and Internet Architecture · Computer Science 2022-05-17 Mariam Ishtiaq , Nasir Saeed , Muhammad Asif Khan

The Internet of Things (IoT) is expanding rapidly, which has created a need for sophisticated computational frameworks that can handle the data and security requirements inherent in modern IoT applications. However, traditional cloud…

The combination of Internet of Things (IoT) and Edge Computing (EC) can assist in the delivery of novel applications that will facilitate end users activities. Data collected by numerous devices present in the IoT infrastructure can be…

Databases · Computer Science 2020-08-13 Kostas Kolomvatsos , Christos Anagnostopoulos

Edge intelligent applications like VR/AR and language model based chatbots have become widespread with the rapid expansion of IoT and mobile devices. However, constrained edge devices often cannot serve the increasingly large and complex…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-28 Zongshun Zhang , Ibrahim Matta

The rapid evolution of Artificial Intelligence (AI) and Machine Learning (ML) has significantly heightened computational demands, particularly for inference-serving workloads. While traditional cloud-based deployments offer scalability,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-17 Foteini Stathopoulou , Aggelos Ferikoglou , Manolis Katsaragakis , Dimosthenis Masouros , Sotirios Xydis , Dimitrios Soudris

With the Internet of Things (IoT) becoming part of our daily life and our environment, we expect rapid growth in the number of connected devices. IoT is expected to connect billions of devices and humans to bring promising advantages for…

Networking and Internet Architecture · Computer Science 2019-02-15 Ashkan Yousefpour , Caleb Fung , Tam Nguyen , Krishna Kadiyala , Fatemeh Jalali , Amirreza Niakanlahiji , Jian Kong , Jason P. Jue

Whilst computational resources at the cloud edge can be leveraged to improve latency and reduce the costs of cloud services for a wide variety mobile, web, and IoT applications; such resources are naturally constrained. For distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-20 Ben Blamey , Ida-Maria Sintorn , Andreas Hellander , Salman Toor

The ever-increasing number of Internet of Things (IoT) devices has created a new computing paradigm, called edge computing, where most of the computations are performed at the edge devices, rather than on centralized servers. An edge device…

Machine Learning · Computer Science 2019-10-24 Sahar Voghoei , Navid Hashemi Tonekaboni , Jason G. Wallace , Hamid R. Arabnia

As more IoT applications gradually move towards the cloud-edge collaborative mode, the containerized scheduling of workflows extends from the cloud to the edge. However, given the high delay of the communication network, loose coupling of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-03 Chenggang Shan , Runze Gao , Qinghua Han , Zhen Yang , Jinhui Zhang , Yuanqing Xia

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

Machine Learning · Computer Science 2021-10-07 M. G. Sarwar Murshed , Christopher Murphy , Daqing Hou , Nazar Khan , Ganesh Ananthanarayanan , Faraz Hussain