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4th 5G World Forum 2021: Montreal, QC, Canada
- 4th IEEE 5G World Forum, 5GWF 2021, Montreal, QC, Canada, October 13-15, 2021. IEEE 2021, ISBN 978-1-6654-4308-1

- Jacopo Iannacci

:
Towards Future 6G from the Hardware Components Perspective - A Focus on the Hardware-Software Divide, its Limiting Factors and the Envisioned Benefits in Going Beyond it. 1-6 - Nicolas Malm, Olav Tirkkonen

:
Scheduling Latency of Midhaul-based Commodity Hardware C-RAN. 7-12 - Tedros Salih Abdu, Lei Lei, Steven Kisseleff, Eva Lagunas

, Symeon Chatzinotas
, Björn E. Ottersten:
Precoding-Aided Bandwidth Optimization for High Throughput Satellite Systems. 13-17 - Vivek Agarwal, Chandra Sharma, Rajaneesh Sudhakar Shetty, Anil Jangam, Rajiv Asati:

A Journey Towards a Converged 5G Architecture & Beyond. 18-23 - Puneeth Jubba Honnaiah

, Eva Lagunas, Nicola Maturo, Symeon Chatzinotas
:
Clustering-based Adaptive Beam Footprint Design for 5G Urban Macro-Cell. 24-29 - Kailash Kumar Jha, Nishant, Sidhant Jain, Abhishek Kaswan, Alok Kumar Jangid, Debabrata Das:

User Equipment Based Efficient Protocol to Maximize Throughput in Multi-RAT. 30-35 - Prabodh Mishra

, Snigdhaswin Kar
, Vikas Bollapragada, Kuang-Ching Wang
:
Multi-Connectivity using NR-DC for High Throughput and Ultra-reliable Low Latency Communication in 5G Networks. 36-40 - Soumya Khare, Alireza Morsali

, Benoît Champagne:
All-Analog Structures for AF Relaying in mmWave Massive MIMO Systems. 41-46 - Arzhang Shahbazi, Marco Di Renzo:

Analysis of Optimal Altitude for UAV Cellular Communication in Presence of Blockage. 47-51 - Nishant, Kailash Kumar Jha, Avneesh Tiwari, Alok Kumar Jangid, Aman Agarwal, Nitesh Pushpak Shah, Debabrata Das:

Efficient Protocol to Optimize New Radio Frequency Scanning in 5G Network. 52-57 - Saad Abouzahir

, Essaid Sabir
, Halima Elbiaze, Mohamed Sadik
:
Channel-Aware Satisfactory Learning for Robust QoS Self-Provisioning in 5G and Beyond. 58-63 - Anupa Kelkar, Chris Dick:

NVIDIA Aerial GPU Hosted AI-on-5G. 64-69 - André Antunovic, Ebrahim Amiri, Christian Biefel, Gerhard Steinböck, Jocelyn Aulin, Frauke Liers

, Wolfgang H. Gerstacker:
Dynamic Sectorization in Multi-Panel Massive MIMO Systems. 70-75 - Thakshanth Uthayakumar, Jie Mei, Xianbin Wang

:
Multi-Dimensional Modulation for Data Rate Maximization in Non-Orthogonal Spatial-Time-Frequency Domains. 76-81 - Mohamed Gaballa, Maysam Abbod

, Ahmed Jameel
, Nirvana Khaled:
Throughput Maximization & Power Optimization Analysis in Non-Orthogonal Multiple Access System. 82-87 - Jiang Liu, Marco Di Renzo:

Data-driven and Model-driven Deep Learning Detection for RIS-aided Spatial Modulation. 88-92 - Md Mesbah Uddin, Ahmad Saadat Shadman, Md. Golam Mostafa

:
Prediction of HF Spectral Occupancy over Eastern Mediterranean Region Using Machine Learning. 93-98 - Turgay Pamuklu, Shahram Mollahasani, Melike Erol-Kantarci:

Energy-Efficient and Delay-Guaranteed Joint Resource Allocation and DU Selection in O-RAN. 99-104 - Javed Akhtar

, Krunal Saija, Narayanan Ravi, Shekar Nethi, Saptarshi Chaudhuri:
Machine Learning-based Prediction of PMI Report for DL-Precoding in 5G-NR System. 105-110 - M. Saravanan, Rana Pratap Sircar:

Quantum Evolutionary Algorithm for Scheduling Resources in Virtualized 5G RAN Environment. 111-116 - Wissal Attaoui, Halima Elbiaze, Essaid Sabir:

Joint Beam Alignment and Power Allocation for Multi-User NOMA-mmWave Systems. 117-122 - Nadir H. Adam

, Cristiano Tapparello
, Wendi B. Heinzelman, Halim Yanikomeroglu
:
Utilizing Ground Nodes with Multi-Hop Capabilities to Extend the Range of UAV-BSs. 123-129 - Arzhang Shahbazi, Marco Di Renzo:

Learning-based Localization of Mobile Users for Throughput Maximization in UAV Networks. 130-134 - Rajaneesh Sudhakar Shetty, Anil Jangam, Ananya Simlai:

Intelligent Strategies for Overload Detection & Handling for 5G Network. 135-140 - Fay Arjomandy, Michel Burger, Siavash M. Alamouti:

MEC & mimik: One Plus One Equals Eleven. 141-146 - Abhishek Kumar, Hans Raj Nahata:

Synthesis of Cloud Technologies and Telco NFV Transformation - A Perspective. 147-152 - Suresh C. Gupta, Pimmy Gandotra, Brejesh Lall, Huzur Saran, Krishan K. Sabnani:

Layered Architecture and Virtualization for 5G Slicing. 153-158 - Nour Gritli, Ferhat Khendek

, Maria Toeroe:
Taking into Account the Management Constraints in Network Slice Design. 159-164 - Nour Gritli, Ferhat Khendek

, Maria Toeroe:
Decomposition and Propagation of Intents for Network Slice Design. 165-170 - Thinh Duy Tran, Brigitte Jaumard, Huy Quang Duong, Kim Khoa Nguyen:

Joint Service Function Chain Embedding and Routing in Cloud-based NFV: A Deep Q-Learning Based Approach. 171-175 - Chien-Cheng Wu

, Petar Popovski
, Zheng-Hua Tan
, Cedomir Stefanovic
:
Design of AoI-Aware 5G Uplink Scheduler Using Reinforcement Learning. 176-181 - Roya Alizadeh, Yvon Savaria, Chahé Nerguizian:

Human Activity Recognition and People Count for a SMART Public Transportation System. 182-187 - Philipp Schulz

, Andreas Traßl, Nick Schwarzenberg, Gerhard P. Fettweis:
Analysis and Modeling of Downlink Traffic in Cloud- Rendering Architectures for Augmented Reality. 188-193 - Yang Zhao, Gangliang Zhao, Prabhu Janakaraj, Lynn A. DeRose, Austars R. Schnore, Sm Hasan:

Non-cooperative Personnel Tracking with Cross Modality Learning in 5G-enabled Warehouse Application. 194-199 - Mohammad Sadeghi, Melike Erol-Kantarci:

Deep Reinforcement Learning Based Coalition Formation for Energy Trading in Smart Grid. 200-205 - Sean Donnelly, Liam Meany:

A Taxonomy of Machine Learning Methodologies Used Against Physical Unclonable Functions. 206-211 - Sunanda Roy, Kyle Hanks, Shamili Mownika Tetali, Kyle Loyd Guthrie, Erton S. Boci:

Arduino IoT based Cardiac Health Monitor. 212-217 - Yalda Sani, Messaoud Ahmed Ouameur, Daniel Massicotte, Tristan Martin:

Energy Efficient Exponentially Weighted Algorithm - Based Resource Allocation in LoRa Networks. 218-223 - Maël Tourres, Cyrille Chavet, Bertrand Le Gal, Jérémie Crenne, Philippe Coussy:

Extended RISC-V hardware architecture for future digital communication systems. 224-229 - Lotfi Bencharif, Messaoud Ahmed Ouameur, Daniel Massicotte:

Long Short-Term Memory for Indoor Localization Using WI-FI Received Signal Strength and Channel State Information. 230-235 - Shahida Jabeen, Anwar Haque

:
An ICI-Aware Scheduler for NB-IoT Devices in Co-existence with 5G NR. 236-240 - Snigdhaswin Kar

, Prabodh Mishra
, Kuang-Ching Wang
:
5G-IoT Architecture for Next Generation Smart Systems. 241-246 - Danish Sattar, Alireza Hosseini Vasoukolaei, Pat Crysdale, Ashraf Matrawy:

A STRIDE Threat Model for 5G Core Slicing. 247-252 - Daniel Dik

, Michael Stübert Berger
:
Transport Security Considerations for the Open-RAN Fronthaul. 253-258 - Gholamreza Ramezan, Amr Abdelnasser, Bingyang Liu, Weiyu Jiang, Fei Yang:

EAP-ZKP: A Zero-Knowledge Proof based Authentication Protocol to Prevent DDoS Attacks at the Edge in Beyond 5G. 259-264 - Justin Worsey, Ian Hindmarch, Simon Armour, David Bull:

Observations from using a portable LIDAR scanner to capture RF propagation modelling environments. 265-268 - Victor Boutin, Alexis Hannart, Abderrahim Essaidi, Brunilde Sansò:

Offloading autonomous vehicle machine learning algorithms to the 5G edge: A proof of concept implementation. 269-274 - Chrysanthi Chountala

, Jean-Marc Chareau, Pravir Chawdhry:
Radio Frequency Electromagnetic Field Measurements in a Commercial 5G Network. 275-280 - Jack Brassil:

Investigating Integrated Access and Backhaul on the Aether 5G Testbed. 281-286 - Samira Homayouni, Mario Paier, Christian Benischek, Gerhard Pernjak, Markus Leinwather, Matthias Reichelt, Christoph Fuchsjäger:

On the Feasibility of Cellular-Connected Drones in Existing 4G/5G Networks: Field Trials. 287-292 - Victor Boutin, Hakim Mellah, Constant Wette, Brunilde Sansò:

Simulating Large-Scale 5G Networks. 293-298 - Benjamin Sliwa, Hendrik Schippers, Christian Wietfeld

:
Machine Learning-Enabled Data Rate Prediction for 5G NSA Vehicle-to-Cloud Communications. 299-304 - Anton Krause

, Waqar Anwar, Ana Belen Martinez, Dirk Stachorra, Gerhard P. Fettweis, Norman Franchi:
Network Planning and Coverage Optimization for Mobile Campus Networks. 305-310 - Shwetha Vittal, Aditya Chilukuri, Sourav Sarkar, Akshitha Shinde, A. Antony Franklin:

Performance Study of Large Scale Network Slice Deployment in a 5G Core Testbed. 311-316 - Goutham Ponnamreddy, C. Satya Ganesh Nutan Dev

, Pratibha Jiniwal:
Method to Handle BWP Inactivity Timer to Reduce Latency and to Improve Throughput in 5G Devices. 317-322 - Dushyant K. Sharma, Ravi T. Bura:

A Novel and Compact Wideband Doherty Power Amplifier Architecture for 5G Cellular Infrastructure. 323-327 - Norshahida Saba, Lauri Mela

, Muhammad Usman Sheikh, Jari Salo, Kalle Ruttik, Riku Jäntti:
Rural Macrocell Path Loss Measurements for 5G Fixed Wireless Access at 26 GHz. 328-333 - Gustavo Pedroso Cainelli, Mitula Donga, Lutz Rauchhaupt, Lisa Underberg:

Performance evaluation of a 5G device in a non public network. 334-339 - Ekaterina Sedunova, Nebojsa Maletic, Lara Wimmer, Darko Cvetkovski, Eckhard Grass, Berthold Lankl:

Utilizing Beamsteering at Millimeter Waves for Indoor Object and Room Geometry Detection. 340-345 - Zhiqiang Tyler Qi, Adrián Lahuerta-Lavieja, Jingya Li, Keerthi Kumar Nagalapur:

Deployable Networks for Public Safety in 5G and Beyond: A Coverage and Interference Study. 346-351 - Francesco Romeo, Claudia Campolo, Antoine O. Berthet, Antonella Molinaro:

Improving the DENM Reliability over 5G-V2X Sidelink through Repetitions and Diversity Combining. 352-357 - Donna Schaeffer, Sheryl Drake, Patrick C. Olson:

A Taxonomy of 5G Stakeholders. 358-361 - Noelia Pérez Palma, Sara Nieves Matheu-García

, Alejandro Molina Zarca, Jordi Ortiz
, Antonio F. Skarmeta:
Enhancing trust and liability assisted mechanisms for ZSM 5G architectures. 362-367 - Ian Oliver:

Trust, Security and Privacy through Remote Attestation in 5G and 6G Systems. 368-373 - Salih Sarp, Haolin Tang, Yanxiao Zhao:

Use of Intelligent Reflecting Surfaces For and Against Wireless Communication Security. 374-377 - Webert Montlouis:

DOAV Estimation Using Non-Linear Least Squares and ULA. 378-382 - Raiful Hasan, Ragib Hasan

:
Towards a Threat Model and Privacy Analysis for V2P in 5G Networks. 383-387 - Ryan Pepito, Ashutosh Dutta:

Open Source 5G Security Testbed for Edge Computing. 388-393 - Theodoros Tsourdinis, Nikos Makris, Thanasis Korakis:

Experimental evaluation of a Follow-me MEC Cloud-Native 5G network. 394-399 - Marius Corici

, Eric Troudt, Pousali Chakraborty, Thomas Magedanz:
An Ultra-Flexible Software Architecture Concept for 6G Core Networks. 400-405 - Mårten Ericson, Massimo Condoluci, Patrik Rugeland, Stefan Wänstedt, Mehdi S. H. Abad, Omer Haliloglu

, Merve Saimler, Luca Feltrin:
6G Architectural Trends and Enablers. 406-411 - Agapi Mesodiakaki, Marios Gatzianas, George Kalfas, Francesca Moscatelli, Giada Landi, Nicola Ciulli, Leonardo Lossi

:
5G-COMPLETE: End-to-end Resource Allocation in Highly Heterogeneous Beyond 5G Networks. 412-417 - Alexandros Palaios, Christian Vielhaus, Daniel Fabian Külzer, Philipp Geuer, Raja Sattiraju, Jochen Fink, Martin Kasparick, Cara Watermann, Gerhard P. Fettweis, Frank H. P. Fitzek

, Hans D. Schotten, Slawomir Stanczak:
Effect of Spatial, Temporal and Network Features on Uplink and Downlink Throughput Prediction. 418-423 - Steven Platt, Berkay Demirel

, Miquel Oliver:
Using Transition Learning to Enhance Mobile-Controlled Handover In Decentralized Future Networks. 424-429 - Roman Zhohov, Alexandros Palaios, Philipp Geuer:

One Step Further: Tunable and Explainable Throughput Prediction based on Large-scale Commercial Networks. 430-435 - Sokratis Barmpounakis, Lina Magoula

, Nikolaos Koursioumpas
, Ramin Khalili, José Mauricio Perdomo
, Ramya Panthangi Manjunath:
LSTM-based QoS prediction for 5G-enabled Connected and Automated Mobility applications. 436-440 - Miguel Angel Gutierrez-Estevez, Zoran Utkovski

, Apostolos Kousaridas
, Chan Zhou:
A Statistical Learning Framework for QoS Prediction in V2X. 441-446 - Ajay Kattepur, Swarup Mohalik:

AI Planning for Tele-operated Robotic Network Slice Reconfiguration. 447-452 - Abida Perveen, Raouf Abozariba, Mohammad N. Patwary, Adel Aneiba, Anish Jindal

:
Clustering-based Redundancy Minimization for Edge Computing in Future Core Networks. 453-458 - Prakash Ramachandran, Sunku Ranganath, Malini Bhandaru, Sujata Tibrewala:

A Survey of AI Enabled Edge Computing for Future Networks. 459-463 - Abdulmalik Alwarafy

, Abdullatif Albaseer
, Bekir Sait Ciftler, Mohamed Abdallah, Ala I. Al-Fuqaha
:
AI-Based Radio Resource Allocation in Support of the Massive Heterogeneity of 6G Networks. 464-469 - Md. Arafatur Rahman, Muhammad Afiq Azmi, Nafees Zaman

, Muhammad Kamran Naeem
, Prashant Pillai, Mohammad N. Patwary:
TRACTS-Net: An Intelligent Road Damage Detection System using 5G Integrated Team-forming Network. 470-474 - Mohammed A. G. Al-Sadoon

, Mohammad N. Patwary, Md. Arafatur Rahman, Raed A. Abd-Alhameed:
Efficient Small Angle-of-Arrival Array Sensor for Intelligent Localisation and Tracking Systems. 475-480 - Gianmarco Lia, Marica Amadeo

, Claudia Campolo, Giuseppe Ruggeri, Antonella Molinaro:
Optimal Placement of Delay-constrained In-Network Computing Tasks at the Edge with Minimum Data Exchange. 481-486 - Ovais Bin Usman, Andreas Knopp:

Bandlimited Digital Predistortion for High Throughput Satellites. 487-492 - Jintao Liang, Aizaz U. Chaudhry

, Halim Yanikomeroglu
:
Phasing Parameter Analysis for Satellite Collision Avoidance in Starlink and Kuiper Constellations. 493-498 - Geordie George, Samhita Roy, Sahana Raghunandan, Christian Rohde, Thomas Heyn:

5G New Radio in Nonlinear Satellite Downlink: A Physical Layer Comparison with DVB-S2X. 499-504 - Oluwaseyi Ajayi, Huseyn Huseynov

, Tarek N. Saadawi, Masato Tsuru, Kenichi Kourai:
Transpacific Testbed for Real-Time Experimentation. 505-510 - Jorge E. Pezoa, Xu Le, Li Wei, Weixiao Meng, Gonzalo A. Montalva

:
The China-Chile ICT Joint Laboratory: A 5G Standalone Network for Education, Innovation Research and Development. 511-516 - Stepan Mazokha

, Fanchen Bao, George Sklivanitis, Jason O. Hallstrom:
Urban-scale Testbed Infrastructure for Data-driven Wireless Research. 517-522 - Siddhartha Ghosh, Allan Lambor Marbaniang

, Ajmal Babu Mahasrankintakam
, Radhika Pajgade
, Subhrajit Dutta
, Sarbani Banerjee Belur, Michael Jensen:
Bamboo Towers: A Low-Cost and Sustainable Technology for Connecting the Unconnected Regions. 523-528

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