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The problem of managing multi-service applications on top of Cloud-Edge networks in a QoS-aware manner has been thoroughly studied in recent years from a decision-making perspective. However, only a few studies addressed the problem of…

Software Engineering · Computer Science 2024-04-12 Giuseppe Bisicchia , Stefano Forti , Ernesto Pimentel , Antonio Brogi

In the last few years, the proliferation of edge and cloud computing infrastructures as well as the increasing number of mobile devices has facilitated the emergence of many novel applications. However, that increase of complexities also…

Software Engineering · Computer Science 2022-03-15 Hai Dinh-Tuan , Felix Beierle

The deployment of edge computing infrastructure requires a careful placement of the edge servers, with an aim to improve application latencies and reduce data transfer load in opportunistic Internet of Things systems. In the edge server…

Networking and Internet Architecture · Computer Science 2021-05-11 Tero Lähderanta , Teemu Leppänen , Leena Ruha , Lauri Lovén , Erkki Harjula , Mika Ylianttila , Jukka Riekki , Mikko J. Sillanpää

Mobility analytics using data generated from the Internet of Mobile Things (IoMT) is facing many challenges which range from the ingestion of data streams coming from a vast number of fog nodes and IoMT devices to avoiding overflowing the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-13 Ikechukwu Maduako , Hung Cao , Lilian Hernandez , Monica Wachowicz

This is a survey paper that explores six Cloud-based deployment archetypes for Cloud applications and the tradeoffs between them to achieve high availability, low end-user latency, and acceptable costs. These are (1) Zonal, (2) Regional,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-02-23 Anna Berenberg , Brad Calder

Computing systems have been evolving to be more pervasive, heterogeneous, and dynamic. An increasing number of emerging domains now rely on diverse edge to cloud continuum where the execution of applications often spans various tiers of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-27 Ismet Dagli , Amid Morshedlou , Jamal Rostami , Mehmet E. Belviranli

Leveraging recent advances on mobile edge computing (MEC), edge intelligence has emerged as a promising paradigm to support mobile artificial intelligence (AI) applications at the network edge. In this paper, we consider the AI service…

Networking and Internet Architecture · Computer Science 2021-07-27 Zehong Lin , Suzhi Bi , Ying-Jun Angela Zhang

Quick response to disasters is crucial for saving lives and reducing loss. This requires low-latency uploading of situation information to the remote command center. Since terrestrial infrastructures are often damaged in disaster areas,…

Networking and Internet Architecture · Computer Science 2024-05-22 Yueshan Lin , Wei Feng , Yunfei Chen , Ning Ge , Zhiyong Feng , Yue Gao

With the continuous increase of IoT applications, their effective scheduling in edge and cloud computing has become a critical challenge. The inherent dynamism and stochastic characteristics of edge and cloud computing, along with IoT…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-01 Zhiyu Wang , Mohammad Goudarzi , Rajkumar Buyya

Generative artificial intelligence (GAI) is a promising technique towards 6G networks, and generative foundation models such as large language models (LLMs) have attracted considerable interest from academia and telecom industry. This work…

Systems and Control · Electrical Eng. & Systems 2025-03-25 Hao Zhou , Chengming Hu , Dun Yuan , Ye Yuan , Di Wu , Xue Liu , Zhu Han , Charlie Zhang

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

With the boom of edge intelligence, its vulnerability to adversarial attacks becomes an urgent problem. The so-called adversarial example can fool a deep learning model on the edge node to misclassify. Due to the property of…

Cryptography and Security · Computer Science 2020-11-26 Yaguan Qian , Qiqi Shao , Jiamin Wang , Xiang Lin , Yankai Guo , Zhaoquan Gu , Bin Wang , Chunming Wu

Old cloud edge workload resource management is too reactive. The problem with relying on static thresholds is that we are either overspending for more resources than needed or have reduced performance because of their lack. This is why we…

Artificial Intelligence · Computer Science 2025-11-21 Hrikshesh Kumar , Anika Garg , Anshul Gupta , Yashika Agarwal

Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Leszek Sliwko

5G beyond is an end-edge-cloud orchestrated network that can exploit heterogeneous capabilities of the end devices, edge servers, and the cloud and thus has the potential to enable computation-intensive and delay-sensitive applications via…

Machine Learning · Computer Science 2020-11-19 Yueyue Dai , Ke Zhang , Sabita Maharjan , Yan Zhang

Novel utility computing paradigms rely upon the deployment of multi-service applications to pervasive and highly distributed cloud-edge infrastructure resources. Deciding onto which computational nodes to place services in cloud-edge…

Logic in Computer Science · Computer Science 2026-01-14 Damiano Azzolini , Marco Duca , Stefano Forti , Francesco Gallo , Antonio Ielo

An efficient topology management in future 6G networks is one of the fundamental challenges for a dynamic network creation based on location services, whereby each autonomous network entity, i.e., a sub-network, can be created for a…

Networking and Internet Architecture · Computer Science 2025-02-03 Zied Ennaceur , Mounir Bensalem , Admela Jukan , Claus Keuker , Huanzhuo Wu , Rastin Pries

The future sixth-generation (6G) of wireless networks is expected to surpass its predecessors by offering ubiquitous coverage through integrated air-ground facility deployments in both communication and computing domains. In this network,…

Networking and Internet Architecture · Computer Science 2024-08-12 Shuhang Zhang , Qingyu Liu , Ke Chen , Boya Di , Hongliang Zhang , Wenhan Yang , Dusit Niyato , Zhu Han , H. Vincent Poor

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella

In Mobile Edge Computing (MEC), Internet of Things (IoT) devices offload computationally-intensive tasks to edge nodes, where they are executed within containers, reducing the reliance on centralized cloud infrastructure. Frequent upgrades…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-07-25 Hanshuai Cui , Zhiqing Tang , Jiong Lou , Weijia Jia