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With the exponential growth of Internet of Things (IoT) devices, edge computing (EC) is gradually playing an important role in providing cost-effective services. However, existing approaches struggle to perform well in graph-structured…

Machine Learning · Computer Science 2025-04-23 Wenjing Xiao , Chenglong Shi , Miaojiang Chen , Zhiquan Liu , Min Chen , H. Herbert Song

In the Cloud-Edge Continuum, dynamic infrastructure change and variable workloads complicate efficient resource management. Centralized methods can struggle to adapt, whilst purely decentralized policies lack global oversight. This paper…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-09 Lanpei Li , Jack Bell , Massimo Coppola , Vincenzo Lomonaco

The ever-increasing growth in the number of connected smart devices and various Internet of Things (IoT) verticals is leading to a crucial challenge of handling massive amount of raw data generated from distributed IoT systems and providing…

Networking and Internet Architecture · Computer Science 2019-08-01 Ali Alnoman , Shree Krishna Sharma , Waleed Ejaz , Alagan Anpalagan

Edge computing decentralizes computing resources, allowing for novel applications in domains such as the Internet of Things (IoT) in healthcare and agriculture by reducing latency and improving performance. This decentralization is achieved…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-17 Suhrid Gupta , Muhammed Tawfiqul Islam , Rajkumar Buyya

We present a model for measuring the impact of offloading soft real-time jobs over multi-tier cloud infrastructures. The jobs originate in mobile devices and offloading strategies may choose to execute them locally, in neighbouring devices,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-03 Joaquim Silva , Eduardo R. B. Marques , Luís M. B Lopes , Fernando Silva

The next generation of mobile networks, namely 5G, and the Internet of Things (IoT) have brought a large number of delay sensitive services. In this context Cloud services are migrating to the edge of the networks to reduce latency. The…

Networking and Internet Architecture · Computer Science 2017-06-14 Nader Daneshfar , Nikolaos Pappas , Valentin Polishchuk , Vangelis Angelakis

Swarm robotics is envisioned to automate a large number of dirty, dangerous, and dull tasks. Robots have limited energy, computation capability, and communication resources. Therefore, current swarm robotics have a small number of robots,…

Robotics · Computer Science 2023-08-23 Xiucheng Wang , Hongzhi Guo

During the last decade, Cloud computing has efficiently exploited the economy of scale by providing low cost computational and storage resources over the Internet, eventually leading to consolidation of computing resources into large data…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-12 Dragi Kimovski , Humaira Ijaz , Nishant Surabh , Radu Prodan

Graph analytics powers modern intelligent systems such as smart cities, cyber-physical infrastructure, IoT security, and large-scale social networks. As these workloads scale in complexity, their execution in heterogeneous edge-cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-14 P. Ramicetty , H. Moore , S. Qi , A. Islam , M. Ghose , D. Milojicic , C. Bash , S. Pasricha

Edge computing seeks to enable applications with strict latency requirements by utilizing compute resources deployed closer to the users. The diverse, dynamic, and constrained nature of edge infrastructures necessitates a flexible…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-05 Giovanni Bartolomeo , Mehdi Yosofie , Simon Bäurle , Oliver Haluszczynski , Nitinder Mohan , Jörg Ott

Decentralized management and coordination of energy systems are emerging trends facilitated by the uptake of the Internet of Things and Blockchain offering new opportunities for more secure, resilient, and efficient energy distribution.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-26 Tudor Cioara , Claudia Pop , Razvan Zanc , Ionut Anghel , Marcel Antal , Ioan Salomie

Edge computing is an emerging technology which places computing at the edge of the network to provide an ultra-low latency. Computation offloading, a paradigm that migrates computing from mobile devices to remote servers, can now use the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-13 Li Lin , Peng Li , Jinbo Xiong , Mingwei Lin

Mobile networks are becoming energy hungry, and this trend is expected to continue due to a surge in communication and computation demand. Multi-access Edge Computing (MEC), will entail energy-consuming services and applications, with…

Networking and Internet Architecture · Computer Science 2022-09-29 Neda Shalavi , Giovanni Perin , Andrea Zanella , Michele Rossi

With the recent considerable developments in the Internet of Things (IoT), billions of resource-constrained devices are interconnected through the internet. Monitoring this huge number of IoT devices that are heterogeneous in terms of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-12 Shirin Tahmasebi , Jafar Habibi , Abolhassan Shamsaie

We propose an end-to-end framework based on a Graph Neural Network (GNN) to balance the power flows in energy grids. The balancing is framed as a supervised vertex regression task, where the GNN is trained to predict the current and power…

Machine Learning · Computer Science 2022-08-15 Jonas Berg Hansen , Stian Normann Anfinsen , Filippo Maria Bianchi

The fast growth of Internet-connected embedded devices demands for new capabilities at the network edge. These new capabilities are local processing, efficient communications, and resource virtualization. The current work aims to address…

Networking and Internet Architecture · Computer Science 2023-04-04 Patricia Cardoso , Jose Moura , Rui Marinheiro

Next-generation distributed computing networks (e.g., edge and fog computing) enable the efficient delivery of delay-sensitive, compute-intensive applications by facilitating access to computation resources in close proximity to end users.…

Networking and Internet Architecture · Computer Science 2022-05-31 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch

Reducing latency in the Internet of Things (IoT) is a critical concern. While cloud computing facilitates communication, it falls short of meeting real-time requirements reliably. Edge and fog computing have emerged as viable solutions by…

Networking and Internet Architecture · Computer Science 2025-07-17 Soheil Mahdizadeh , Amir Mahdi Rasouli , Mohammad Pourashory , Sadra Galavani , Mohsen Ansari

The heterogeneous and distributed nature of the Internet of Things (IoT) is driving the need for extremely fast and fine-grained service provisioning in 5/5+G architectures and beyond. To meet these needs, it is critical to enable efficient…

Networking and Internet Architecture · Computer Science 2018-03-05 Mays AL-Naday , Martin J. Reed , Janne Riihijärvi , Dirk Trossen , Nikolaos Thomos , Mohammed Q. S. Al-Khalidi

Edge/Fog computing is a novel computing paradigm that provides resource-limited Internet of Things (IoT) devices with scalable computing and storage resources. Compared to cloud computing, edge/fog servers have fewer resources, but they can…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-03 Mohammad Goudarzi , Qifan Deng , Rajkumar Buyya