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The Internet of Vehicles (IoV) has great potential to transform transportation systems by enhancing road safety, reducing traffic congestion, and improving user experience through onboard infotainment applications. Decentralized data…

Cryptography and Security · Computer Science 2024-04-01 Jiani Fan , Minrui Xu , Jiale Guo , Lwin Khin Shar , Jiawen Kang , Dusit Niyato , Kwok-Yan Lam

Fifth-generation (5G) cellular wireless networks are envisioned to predispose service-oriented, flexible, and spectrum/energy-efficient edge-to-core infrastructure, aiming to offer diverse applications. Convergence of software-defined…

Networking and Internet Architecture · Computer Science 2016-03-01 Mahsa Derakhshani , Saeedeh Parsaeefard , Tho Le-Ngoc , Alberto Leon-Garcia

The rapid development of emerging vehicular edge computing (VEC) brings new opportunities and challenges for dynamic resource management. The increasing number of edge data centers, roadside units (RSUs), and network devices, however, makes…

Networking and Internet Architecture · Computer Science 2023-04-21 TianZhang He , Adel N. Toosi , Negin Akbari , Muhammed Tawfiqul Islam , Muhammad Aamir Cheema

The densification and expansion of wireless networks pose new challenges on energy efficiency. With a drastic increase of infrastructure nodes (e.g. ultra-dense deployment of small cells), the total energy consumption may easily exceed an…

Networking and Internet Architecture · Computer Science 2014-08-28 R. L. G. Cavalcante , S. Stańczak , M. Schubert , A. Eisenblätter , U. Türke

The wireless network communication mode represented by the Internet of vehicles (IoV) has been widely used. However, due to the limitations of traditional network architecture, resource scheduling in wireless network environment is still…

Networking and Internet Architecture · Computer Science 2022-02-09 Peiying Zhang , Chao Wang , Gagangeet Singh Aujla , Neeraj Kumar , Mohsen Guizani

The emergence of sixth-generation (6G) technologies has introduced new challenges and opportunities for machine learning (ML) applications in Internet of Things (IoT) networks, particularly concerning energy efficiency. As model training…

Artificial Intelligence · Computer Science 2026-04-22 Anjie Qiu , Donglin Wang , Sanket Partani , Andreas Weinand , Hans D. Schotten

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 2021-08-10 Qifan Deng , Rajkumar Buyya

This work proposes a framework for the robust design of UAV-assisted wireless networks that combine 3D trajectory optimization with user mobility prediction to address dynamic resource allocation challenges. We proposed a sparse…

Signal Processing · Electrical Eng. & Systems 2025-06-12 Asad Mahmood , Thang X. Vu , Wali Ullah Khan , Symeon Chatzinotas , Björn Ottersten

The Internet of Medical Things (IoMT) paradigm is becoming mainstream in multiple clinical trials and healthcare procedures. Cardiovascular diseases monitoring, usually involving electrocardiogram (ECG) traces analysis, is one of the most…

Machine Learning · Computer Science 2021-07-26 Matteo Antonio Scrugli , Daniela Loi , Luigi Raffo , Paolo Meloni

The development and operation of smart cities relyheavily on large-scale Internet-of-Things (IoT) networks and sensor infrastructures that continuously monitor various aspects of urban environments. These networks generate vast amounts of…

Networking and Internet Architecture · Computer Science 2025-02-10 Hrishikesh Dutta , Roberto Minerva , Maira Alvi , Noel Crespi

In light of the ever growing energy needs of the ICT sector, a value that is becoming increasingly important for a mobile network is its power consumption. However, the transition away from legacy network deployments tightly coupled with…

Networking and Internet Architecture · Computer Science 2025-02-20 Arturo Bellin , Fabrizio Granelli , Daniele Munaretto

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

We consider the problem of energy-efficient network management in 5G systems, where backhaul and fronthaul nodes have both networking and computational capabilities. We devise an optimization model accounting for the main features of 5G…

Networking and Internet Architecture · Computer Science 2018-04-17 Francesco Malandrino , Carla-Fabiana Chiasserini , Claudio E. Casetti , Giada Landi

Predicting energy consumption in smart buildings is challenging due to dependencies in sensor data and the variability of environmental conditions. We introduce S4ConvD, a novel convolutional variant of Deep State Space Models (Deep-SSMs),…

Machine Learning · Computer Science 2025-03-03 Melanie Schaller , Bodo Rosenhahn

This study introduces a novel control framework for adaptive cruise control (ACC) in automated driving, leveraging Long Short-Term Memory (LSTM) networks and physics-informed constraints. As automated vehicles (AVs) adopt advanced features…

Robotics · Computer Science 2025-10-28 Yuhui Liu , Samannita Halder , Shian Wang , Tianyi Li

This paper introduces the Pareto Data Framework, an approach for identifying and selecting the Minimum Viable Data (MVD) required for enabling machine learning applications on constrained platforms such as embedded systems, mobile devices,…

Machine Learning · Computer Science 2024-09-19 Tashfain Ahmed , Josh Siegel

Due to the rapid growth of data transmissions in internet of vehicles (IoV), finding schemes that can effectively alleviate access congestion has become an important issue. Recently, many traffic control schemes have been studied.…

Networking and Internet Architecture · Computer Science 2022-04-13 Haijun Zhang , Minghui Jiang , Xiangnan Liu , Keping Long , Victor C. M. Leung

An increasing amount of data is being injected into the network from IoT (Internet of Things) applications. Many of these applications, developed to improve society's quality of life, are latency-critical and inject large amounts of data…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-13 Patricia Arroba , Rajkumar Buyya , Román Cárdenas , José L. Risco-Martín , José M. Moya

The energy optimization and demand side management (DSM) of Internet of Things (IoT)-enabled microgrids are being transformed by generative artificial intelligence, such as large language models (LLMs). This paper explores the integration…

Machine Learning · Computer Science 2025-12-29 Hanwen Zhang , Ruichen Zhang , Wei Zhang , Dusit Niyato , Yonggang Wen , Chunyan Miao

The sixth generation (6G) communication networks are expected to provide high data rates, ultra-reliable communication, and massive connectivity, especially in challenging environments such as dense urban areas and disaster-affected…

Signal Processing · Electrical Eng. & Systems 2026-04-23 Bhola , Yu-Jia Chen , Ashutosh Balakrishnan , Swades De , Li-Chun Wang