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Virtual Presence in Moving Objects through 5G

Deliverables

PriMO-5G core interoperability report

This deliverable will consist of the first interoperability report of 5G core network used by the different PriMO-5G partners to ensure 3GPP compliance functionality. In this task the objective is to test and validate the first implementations of the 5G core network functions between PriMO-5G partners.

Rolling dissemination and exploitation plan and report

This deliverable will summarize the main achievements of the first half of PriMO-5G project period. It will also present the dissemination plan for the second half of the project. Korean co-leader of the deliverable: KT

PriMO-5G use case scenarios

This deliverable provides descriptions of the scenarios envisaged by the project and assumptions on values for the associated main parameters. A part of scenarios will be used as a reference for demonstrations in WP5.

End-to-end PriMO-5G network architecture

This deliverable collects component technologies investigated in the project, and then derives an overall end-to-end system architecture.

Intermediate report on AI-assisted networking and edge computing

This deliverable will present initial and intermediate results of the investigations on AI-based network optimization and edge computing/caching techniques. Korean co-leader of the deliverable: YU

Intermediate report on 5G cell free radio access technologies

This deliverables provides initial results from task 3.1 focusing on how to use concepts for cell free networks and Multi-RAT connectivity in mmWave deployment scenarios. Korean co-leader of the deliverable: KAIST

Project quality assurance plan

This deliverable serves as a project handbook that defines guidelines for the management of the project quality.

Initial design of MEC and Network Slice Manager

This deliverable will provide first design of the Network Slicer Manager (NSM) and MEC . The outcome of the design described in this deliverable consist in the preliminary design of the slicing orchestrator that will manage the end to end resources from radio, mobile backhaul up to mobile core to deliver end to end network slices for verticals identified by the PriMO-5G partners.

Dissemination and exploitation plan

This deliverable will report the dissemination and exploitation plan for the PriMO-5G project. It will presents the exploitation expectations from the project perspective and the individual partners. Korean co-leader of the deliverable: KT

Demonstration plan

This deliverable documents the evaluation framework of Task 5.1 and set of scenarios that will run during each demonstrator, including the evaluation indicators and the overall time plan.

Intermediate report – Component demonstrations & System integration plan

This deliverable will document the evaluation results gathered from the execution of the PriMO-5G component demonstrations of Task 5.1 and will outline the plans for the end-to-end integration of the cross-continental PriMO-5G system to be implemented in Task 5.2.

Project website

Public website of PriMO-5G project will be established. The website will contain overview of project, partner information, placeholder for public deliverables, etc. Korean co-leader of the deliverable: KT

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Publications

On the Performance of AoA–Based Localization in 5G Ultra–Dense Networks

Author(s): Estifanos Yohannes Menta, Nicolas Malm, Riku Jantti, Kalle Ruttik, Mario Costa, Kari Leppanen
Published in: IEEE Access, Issue 7, 2019, Page(s) 33870-33880, ISSN 2169-3536
DOI: 10.1109/ACCESS.2019.2903633

Aerial Control System for Spectrum Efficiency in UAV-to-Cellular Communications

Author(s): Hamed Hellaoui, Oussama Bekkouche, Miloud Bagaa, Tarik Taleb
Published in: IEEE Communications Magazine, Issue 56/10, 2018, Page(s) 108-113, ISSN 0163-6804
DOI: 10.1109/MCOM.2018.1800078

Sense-and-Predict: Harnessing Spatial Interference Correlation for Cognitive Radio Networks

Author(s): Seunghwan Kim, Han Cha, Jeemin Kim, Seung-Woo Ko, Seong-Lyun Kim
Published in: IEEE Transactions on Wireless Communications, Issue 18/5, 2019, Page(s) 2777-2793, ISSN 1536-1276
DOI: 10.1109/twc.2019.2908168

Auction-Based Charging Scheduling With Deep Learning Framework for Multi-Drone Networks

Author(s): MyungJae Shin, Joongheon Kim, Marco Levorato
Published in: IEEE Transactions on Vehicular Technology, Issue 68/5, 2019, Page(s) 4235-4248, ISSN 0018-9545
DOI: 10.1109/tvt.2019.2903144

On the Power Leakage Problem in Millimeter-Wave massive MIMO with Lens Antenna Arrays

Author(s): Tian Xie, Linglong Dai, Derrick Wing Kwan Ng, Chan-Byoung Chae
Published in: IEEE Transactions on Signal Processing, Issue Volume: 67 , Issue: 18, 2019, Page(s) 1-1, ISSN 1053-587X
DOI: 10.1109/tsp.2019.2926019

Folo: Latency and Quality Optimized Task Allocation in Vehicular Fog Computing

Author(s): Chao Zhu, Jin Tao, Giancarlo Pastor, Yu Xiao, Yusheng Ji, Quan Zhou, Yong Li, Antti Yla-Jaaski
Published in: IEEE Internet of Things Journal, Issue 6/3, 2019, Page(s) 4150-4161, ISSN 2327-4662
DOI: 10.1109/JIOT.2018.2875520

Blind Signal Classification for Non-Orthogonal Multiple Access in Vehicular Networks

Author(s): Minseok Choi, Daejung Yoon, Joongheon Kim
Published in: IEEE Transactions on Vehicular Technology, 2019, Page(s) 1-1, ISSN 0018-9545
DOI: 10.1109/tvt.2019.2932407

Random Access with Opportunity Detection in Wireless Networks

Author(s): Jinho Choi, Seung-Woo Ko, Koji Yamamoto, Seong-Lyun Kim
Published in: IEEE Wireless Communications Letters, 2019, Page(s) 1-1, ISSN 2162-2337
DOI: 10.1109/lwc.2019.2921367

Mobility-Aware Content Placement for Device-to-Device Caching Systems

Author(s): Jaeyoung Song, Wan Choi
Published in: IEEE Transactions on Wireless Communications, Issue 18/7, 2019, Page(s) 3658-3668, ISSN 1536-1276
DOI: 10.1109/twc.2019.2916781

Vehicular Fog Computing for Video Crowdsourcing: Applications, Feasibility, and Challenges

Author(s): Chao Zhu, Giancarlo Pastor, Yu Xiao, Antti Ylajaaski
Published in: IEEE Communications Magazine, Issue 56/10, 2018, Page(s) 58-63, ISSN 0163-6804
DOI: 10.1109/MCOM.2018.1800116

Energy and Delay Aware Task Assignment Mechanism for UAV-Based IoT Platform

Author(s): Naser Hossein Motlagh, Miloud Bagaa, Tarik Taleb
Published in: IEEE Internet of Things Journal, Issue 6/4, 2019, Page(s) 6523-6536, ISSN 2327-4662
DOI: 10.1109/JIOT.2019.2907873

Latency-Aware Power Management in Software-Defined Radios

Author(s): Nicolas Malm, Kalle Ruttik, Olav Tirkkonen
Published in: Journal of Electrical and Computer Engineering, Issue 2020, 2020, Page(s) 1-19, ISSN 2090-0147
DOI: 10.1155/2020/1854826

Dynamic Maps for Automated Driving and UAV Geofencing

Author(s): Mariem Maiouak, Tarik Taleb
Published in: IEEE Wireless Communications, Issue 26/4, 2019, Page(s) 54-59, ISSN 1536-1284
DOI: 10.1109/mwc.2019.1800544

Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks

Author(s): Minseok Choi, Albert No, Mingyue Ji, Joongheon Kim
Published in: IEEE Transactions on Wireless Communications, Issue 18/12, 2019, Page(s) 5705-5718, ISSN 1536-1276
DOI: 10.1109/twc.2019.2938755

Mean-Field Game Theoretic Edge Caching in Ultra-Dense Networks

Author(s): Hyesung Kim, Jihong Park, Mehdi Bennis, Seong-Lyun Kim, Merouane Debbah
Published in: IEEE Transactions on Vehicular Technology, Issue 69/1, 2020, Page(s) 935-947, ISSN 0018-9545
DOI: 10.1109/tvt.2019.2953132

Design of QAM-FBMC Waveforms Considering MMSE Receiver

Author(s): Hyungsik Han, Namshik Kim, Hyuncheol Park
Published in: IEEE Communications Letters, Issue 24/1, 2020, Page(s) 131-135, ISSN 1089-7798
DOI: 10.1109/lcomm.2019.2952375

Blockchained On-Device Federated Learning

Author(s): Hyesung Kim, Jihong Park, Mehdi Bennis, Seong-Lyun Kim
Published in: IEEE Communications Letters, Issue 24/6, 2020, Page(s) 1279-1283, ISSN 1089-7798
DOI: 10.1109/lcomm.2019.2921755

On the Asymptotic Content Routing Stretch in Network of Caches: Impact of Popularity Learning

Author(s): Boram Jin, Jiin Woo, Yung Yi
Published in: Network Games, Control, and Optimization - Proceedings of NETGCOOP 2018, New York, NY, 2019, Page(s) 145-163
DOI: 10.1007/978-3-030-10880-9_9

Optimal Trajectory Learning for UAV-BS Video Provisioning System: A Deep Reinforcement Learning Approach

Author(s): Dohyun Kwon, Joongheon Kim
Published in: 2019 International Conference on Information Networking (ICOIN), 2019, Page(s) 372-374
DOI: 10.1109/icoin.2019.8718194

A Reinforcement Learning Approach to Dynamic Spectrum Access in Internet-of-Things Networks

Author(s): Han Cha, Seong-Lyun Kim
Published in: ICC 2019 - 2019 IEEE International Conference on Communications (ICC), 2019, Page(s) 1-6
DOI: 10.1109/icc.2019.8762091

Probabilistic Caching Policy for Categorized Contents and Consecutive User Demands

Author(s): Minseok Choi, Dongjae Kim, Dong-Jun Han, Joongheon Kim, Jaekyun Moon
Published in: ICC 2019 - 2019 IEEE International Conference on Communications (ICC), 2019, Page(s) 1-6
DOI: 10.1109/icc.2019.8761047

Randomized Adversarial Imitation Learning for Autonomous Driving

Author(s): MyungJae Shin, Joongheon Kim
Published in: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, 2019, Page(s) 4590-4596
DOI: 10.24963/ijcai.2019/638

QTRAN: Learning to Factorize with Transformation for Cooperative Multi-Agent Reinforcement Learning

Author(s): Kyunghwan Son, Daewoo Kim, Wan Ju Kang, David Earl Hostallero, Yung Yi
Published in: Proceedings of 36th Machine Learning Research, Issue Vol 97, 2019, Page(s) 5887-5896, ISSN 2640-3498

Multi-Agent Deep Reinforcement Learning for Connected Vehicles

Author(s): Dohyun Kwon, Soohyun Park, Joongheon Kim
Published in: Proceedings of the 17th Annual International Conference on Mobile Systems, Applications, and Services - MobiSys '19, 2019, Page(s) 524-525
DOI: 10.1145/3307334.3328606

Analysis of Indoor Solutions for Provision of Indoor Coverage at 3.5 GHz and 28 GHz for 5G System

Author(s): Muhammad Usman Sheikh, Fayezeh Ghavimi, Kalle Ruttik, Riku Jantti
Published in: 2019 26th International Conference on Telecommunications (ICT), 2019, Page(s) 340-345
DOI: 10.1109/ict.2019.8798826

Performance Analysis of Vertical and Higher Order Sectorization in Urban Environment at 28 GHz

Author(s): Muhammad Usman Sheikh, Kalle Ruttik, Riku Jantti
Published in: 2019 26th International Conference on Telecommunications (ICT), 2019, Page(s) 335-339
DOI: 10.1109/ict.2019.8798789

A Multi-Robot Cooperative Patrolling Algorithm with Sharing Multiple Cycles

Author(s): Youngtaek Hong, Yeosun Kyung, Seong-Lyun Kim
Published in: 2019 European Conference on Networks and Communications (EuCNC), 2019, Page(s) 300-304
DOI: 10.1109/eucnc.2019.8802015

Privacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platforms

Author(s): Joohyung Jeon, Junhui Kim, Joongheon Kim, Kwangsoo Kim, Aziz Mohaisen, Jong-Kook Kim
Published in: 2019 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks – Supplemental Volume (DSN-S), 2019, Page(s) 3-4
DOI: 10.1109/dsn-s.2019.00007

Towards Efficient Control of Mobile Network-Enabled UAVs

Author(s): Hamed Hellaoui, Ali Chelli, Miloud Bagaa, Tarik Taleb, Matthias Patzold
Published in: 2019 IEEE Wireless Communications and Networking Conference (WCNC), 2019, Page(s) 1-6
DOI: 10.1109/WCNC.2019.8885665

Drone Detection and Classification Using Cellular Network: A Machine Learning Approach

Author(s): Muhammad Usman Sheikh, Fayezeh Ghavimi, Kalle Ruttik, Riku Jantti
Published in: 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 2019, Page(s) 1-6
DOI: 10.1109/vtcfall.2019.8891229

Performance Evaluation of Switched Beam Antenna with Different Configurations at 28 GHz

Author(s): Muhammad Usman Sheikh, Kalle Ruttik, Riku Jantti
Published in: 2019 IEEE Wireless Communications and Networking Conference (WCNC), 2019, Page(s) 1-5
DOI: 10.1109/wcnc.2019.8886143

Edge Cloud Resource-aware Flight Planning for Unmanned Aerial Vehicles

Author(s): Oussama Bekkouche, Tarik Taleb, Miloud Bagaa, Konstantinos Samdanis
Published in: 2019 IEEE Wireless Communications and Networking Conference (WCNC), 2019, Page(s) 1-7
DOI: 10.1109/wcnc.2019.8886000

DAS and UDN Solutions for Indoor Coverage at Millimeter Wave (mmWave) Frequencies

Author(s): Muhammad Usman Sheikh, Kalle Ruttik, Riku Jantti
Published in: 2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall), 2019, Page(s) 1-5
DOI: 10.1109/vtcfall.2019.8891580

Usability Benefits and Challenges in mmWave V2V Communications: A Case Study

Author(s): Muhammad Usman Sheikh, Jyri Hamalainen, G. David Gonzalez, Riku Jantti, Osvaldo Gonsa
Published in: 2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), 2019, Page(s) 1-5
DOI: 10.1109/WiMOB.2019.8923432

Machine Learning assisted Handover and Resource Management for Cellular Connected Drones

Author(s): Amin Azari, Fayezeh Ghavimi, Mustafa Ozger, Riku Jantti, Cicek Cavdar
Published in: 2020 IEEE 91st Vehicular Technology Conference (VTC2020-Spring), 2020, Page(s) 1-7
DOI: 10.1109/vtc2020-spring48590.2020.9129453

PriMO-5G: making firefighting smarter with immersive videos through 5G

Author(s): Ki Won Sung, Sachin Sharma, Giuseppe Destino, Yansha Deng, Toktam Mahmoodi, Markus Ullmann, Achim Nahler, Yeosun Kyung, Seunghwan Kim, Sejin Seo, Seong-Lyun Kim, Edward Mutafungwa, Riku Jantti, Minseok Choi, Joohyung Jeon, Dohyun Kim, Joongheon Kim, Jose Costa-Requena, Anders Nordlow
Published in: 2019 IEEE 2nd 5G World Forum (5GWF), 2019, Page(s) 280-285
DOI: 10.1109/5GWF.2019.8911649

Adversarial Imitation Learning via Random Search

Author(s): MyungJae Shin, Joongheon Kim
Published in: 2019 International Joint Conference on Neural Networks (IJCNN), 2019, Page(s) 1-8
DOI: 10.1109/ijcnn.2019.8852307

Depth-Controllable Very Deep Super-Resolution Network

Author(s): Dohyun Kim, Joongheon Kim, Junseok Kwon, Tae-Hyung Kim
Published in: 2019 International Joint Conference on Neural Networks (IJCNN), 2019, Page(s) 1-8
DOI: 10.1109/ijcnn.2019.8851874

Joint Offloading and Streaming in Mobile Edges: A Deep Reinforcement Learning Approach

Author(s): Soohyun Park, Junhui Kim, Dohyun Kwon, MyungJae Shin, Joongheon Kim
Published in: 2019 IEEE VTS Asia Pacific Wireless Communications Symposium (APWCS), 2019, Page(s) 1-4
DOI: 10.1109/vts-apwcs.2019.8851667

Cache Allocations for Consecutive Requests of Categorized Contents: Service Provider’s Perspective

Author(s): Minseok Choi, Andreas F. Molisch, Dong-Jun Han, Joongheon Kim, Jaekyun Moon
Published in: 2020 IEEE Wireless Communications and Networking Conference (WCNC), 2020, Page(s) 1-6
DOI: 10.1109/wcnc45663.2020.9120507

A Public Safety Framework for Immersive Aerial Monitoring through 5G Commercial Network

Author(s): Sejin Seo, Seunghwan Kim, Seong-Lyun Kim
Published in: 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW), 2020, Page(s) 1-6
DOI: 10.1109/wcncw48565.2020.9124805

User Scheduling and Power Allocation for Content Delivery in Caching Helper Networks

Author(s): Minseok Choi, Andreas F. Molisch, Joongheon Kim
Published in: ICC 2020 - 2020 IEEE International Conference on Communications (ICC), 2020, Page(s) 1-6
DOI: 10.1109/icc40277.2020.9148874

Dual Connectivity in Non-Stand Alone Deployment mode of 5G in Manhattan Environment

Author(s): Muhammad Usman Sheikh, Muhammad Zeeshan Asghar, Riku Jantti
Published in: 2020 International Conference on Electronics, Information, and Communication (ICEIC), 2020, Page(s) 1-4
DOI: 10.1109/iceic49074.2020.9051202

Energy-Efficient UAV Communications with Interference Management: Deep Learning Framework

Author(s): Fayezeh Ghavimi, Riku Jantti
Published in: 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW), 2020, Page(s) 1-6
DOI: 10.1109/wcncw48565.2020.9124759

Multi-Agent Deep Reinforcement Learning for Cooperative Connected Vehicles

Author(s): Dohyun Kwon, Joongheon Kim
Published in: 2019 IEEE Global Communications Conference (GLOBECOM), 2019, Page(s) 1-6
DOI: 10.1109/globecom38437.2019.9014151