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This work describes the architecture and vision of designing and implementing a new test infrastructure for 6G physical layer research at KU Leuven. The Testbed is designed for physical layer research and experimentation following several…

In mobile network research, the integration of real-world components such as User Equipment (UE) with open-source network infrastructure is essential yet challenging. To address these issues, we introduce open5Gcube, a modular framework…

Networking and Internet Architecture · Computer Science 2025-05-21 Thorsten Horstmann , Dominik Brunke , Tobias Kremeyer , Matthias Wilmes , Gunnar Schneider , Julian Sturm , Hartmut König , Michael Rademacher

As a key technology of enabling Artificial Intelligence (AI) applications in 5G era, Deep Neural Networks (DNNs) have quickly attracted widespread attention. However, it is challenging to run computation-intensive DNN-based tasks on mobile…

Networking and Internet Architecture · Computer Science 2019-10-14 En Li , Liekang Zeng , Zhi Zhou , Xu Chen

Driven by the visions of Internet of Things and 5G communications, the edge computing systems integrate computing, storage and network resources at the edge of the network to provide computing infrastructure, enabling developers to quickly…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-11 Fang Liu , Guoming Tang , Youhuizi Li , Zhiping Cai , Xingzhou Zhang , Tongqing Zhou

Edge computing was introduced as a technical enabler for the demanding requirements of new network technologies like 5G. It aims to overcome challenges related to centralized cloud computing environments by distributing computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Soeren Becker , Florian Schmidt , Anton Gulenko , Alexander Acker , Odej Kao

Vehicular cloud computing is gaining popularity thanks to the rapid advancements in next generation wireless communication networks. Similarly, Edge Computing, along with its standard proposals such as European Telecommunications Standards…

Networking and Internet Architecture · Computer Science 2024-04-30 Angelo Feraudo , Alessandro Calvio , Paolo Bellavista

Given the fast growth of intelligent devices, it is expected that a large number of high-stake artificial intelligence (AI) applications, e.g., drones, autonomous cars, tactile robots, will be deployed at the edge of wireless networks in…

Signal Processing · Electrical Eng. & Systems 2020-04-29 Kai Yang , Yong Zhou , Zhanpeng Yang , Yuanming Shi

In order to fulfill the stringent requirements and fast advancements of 5G and beyond applications, it is inevitable to develop research/industrial testbeds to examine the different proposed innovative features of 5G and beyond. In this…

Networking and Internet Architecture · Computer Science 2024-02-13 Raffaele Bolla , Roberto Bruschi , Chiara Lombardo , Sergio Mangialardi , Alireza Mohammadpour , Ramin Rabbani , Beatrice Siccardi

Self-driving cars and autonomous vehicles are revolutionizing the automotive sector, shaping the future of mobility altogether. Although the integration of novel technologies such as Artificial Intelligence (AI) and Cloud/Edge computing…

Software Engineering · Computer Science 2020-09-25 Sorin Grigorescu , Tiberiu Cocias , Bogdan Trasnea , Andrea Margheri , Federico Lombardi , Leonardo Aniello

In the Edge Inference (EI) paradigm, where a Deep Neural Network (DNN) is split across the transceivers to wirelessly communicate goal-defined features in solving a computational task, the wireless medium has been commonly treated as a…

Machine Learning · Computer Science 2025-04-03 Kyriakos Stylianopoulos , Paolo Di Lorenzo , George C. Alexandropoulos

The ever-increasing mobile data demands have posed significant challenges in the current radio access networks, while the emerging computation-heavy Internet of things (IoT) applications with varied requirements demand more flexibility and…

Signal Processing · Electrical Eng. & Systems 2018-04-16 Nan Cheng , Wenchao Xu , Weisen Shi , Yi Zhou , Ning Lu , Haibo Zhou , Xuemin , Shen

The realization of open-source-defined wireless networks in the telecommunication domain is accomplished through the fifth-generation network (5G). In contrast to its predecessors (3G and 4G), the 5G network can support a wide variety of…

Networking and Internet Architecture · Computer Science 2022-09-07 Liqiang Zhao , Muhammad Muhammad Bala , Wu Gang , Pan Chengkang , Yuan Yannan , Tian Zhigang , Yu-Chee Tseng , Chen Xiang , Bin Shen , Chih-Lin I

Over the past few years, mobile operators are faced with enormous challenges. Of such challenges, evolved user demands on personalized applications. Telecommunications industry as well as research community have paid enormous attention to…

Networking and Internet Architecture · Computer Science 2012-05-10 Ahmed Barnawi , Nadine Akkari , Muhammad Emran , Asif Irshad Khan

In an IoP environment, edge computing has been proposed to address the problems of resource limitations of edge devices such as smartphones as well as the high-latency, user privacy exposure and network bottleneck that the cloud computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-11-03 Khaled Alanezi , Shivakant Mishra

With the advent of emerging IoT applications such as autonomous driving, digital-twin and metaverse etc. featuring massive data sensing, analyzing and inference as well critical latency in beyond 5G (B5G) networks, edge artificial…

Information Theory · Computer Science 2023-06-13 Hong Xing , Guangxu Zhu , Dongzhu Liu , Haifeng Wen , Kaibin Huang , Kaishun Wu

Next-generation wireless networks must support ultra-reliable, low-latency communication and intelligently manage a massive number of Internet of Things (IoT) devices in real-time, within a highly dynamic environment. This need for…

Information Theory · Computer Science 2019-07-02 Mingzhe Chen , Ursula Challita , Walid Saad , Changchuan Yin , Mérouane Debbah

The increasing usage of IoT devices has generated an extensive volume of data which resulted in the establishment of data centers with well-structured computing infrastructure. Reducing underutilized resources of such data centers can be…

Software Engineering · Computer Science 2024-07-16 Malsha Ashani Mahawatta Dona , Christian Berger , Yinan Yu

Optimising deep learning inference across edge devices and optimisation targets such as inference time, memory footprint and power consumption is a key challenge due to the ubiquity of neural networks. Today, production deep learning…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-05 Perry Gibson , José Cano

Edge inference is becoming ever prevalent through its applications from retail to wearable technology. Clusters of networked resource-constrained edge devices are becoming common, yet there is no production-ready orchestration system for…

Networking and Internet Architecture · Computer Science 2022-11-21 Arjun Parthasarathy , Bhaskar Krishnamachari

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