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Virtual Presence in Moving Objects through 5G

Deliverables

Spectrum options and economic study

This deliverable depicts the results of the investigations on spectrum bands and authorization schemes available and/or suitable for the use case scenarios defined D1.1. It also includes an economic assessment of envisaged use case scenarios.

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

AI-MEC system design specifications and integration report

This deliverable will provide the first results of integration of MEC modules in the 5G Core network components to ensure end to end system functions of the MEC with the specific requirements needed by the verticals defined by the PriMO-5G partners.

APIs for AI-assisted network slice orchestration

This deliverable will present the design and implementation of APIs for network slice orchestration. It will also depict exploration of AI for this purpose. Korean co-leader of the deliverable: YU

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.

Intermediate report on the 5G transceiver design and adaptive beamforming

This deliverable provides first details from tasks 3.2 and 3.3 about the 5G mmWave transceiver architecture and implementation that shall fulfill the WP5 demonstrator goals. Furthermore, the deliverable includes results about the investigation of beamforming and tracking algorithms as basis to select a candidate for implementation in the real-time system. Korean co-leader of the deliverable: KAIST

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.

PriMO-5G Network Slice Manager-Vertical integration report

This deliverable will provide the results of the integration with the Network Slice Manager with the 5G core network elements to measure the impact of the NSM with the PriMO-5G use cases.

Final report on PriMO-5G radio technologies

This deliverable includes the final results of WP3. This includes an overall assessment on how to deploy the 5G cell free radio access technology concept as well as the a description of the final 5G mmWave node implementation including selected beamforming algorithms. Korean co-leader of the deliverable: KAIST

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.

Final report on AI-assisted networking and edge computing

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

Final dissemination and exploitation report

This deliverable will summarize the main achievements of the PriMO-5G project. It will also report the review and follow-up of the exploitation plan. Korean co-leader of the deliverable: KT

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

D2.5 PriMO-5G Core Interoperability Final Report

This deliverable will be the final interoperability report of 5G core network to ensure 3GPP compliance functionality. The deliverable will report on the continued testing and validation of the implementations of the 5G core network functions between PriMO-5G partners, in particular updating on the test and validation activities conducted after previous submission first interoperability report D2.2.

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.

Final report – End-to-end immersive demonstrations

This deliverable will report on the demonstration of the end-to-end immersive applications implemented in Task 5.2 and document the overall final evaluation results gathered from the demonstration of the PriMO-5G end-to-end system.

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

Q-Learning-Based Low Complexity Beam Tracking for mmWave Beamforming System

Author(s): Seonyong Kim, Girim Kwon, Hyuncheol Park
Published in: 2020 International Conference on Information and Communication Technology Convergence (ICTC), 2020, ISBN 978-1-7281-6758-9
Publisher: IEEE
DOI: 10.1109/ictc49870.2020.9289600

Reinforced Edge Selection using Deep Learning for Robust Surveillance in Unmanned Aerial Vehicles

Author(s): Soohyun Park, Jeman Park, David Mohaisen, Joongheon Kim
Published in: 2020 International Conference on Information and Communication Technology Convergence (ICTC), 2020, Page(s) 96-99, ISBN 978-1-7281-6758-9
Publisher: IEEE
DOI: 10.1109/ictc49870.2020.9289219

Demo: A Reinforcement Learning-Based Flexible Duplex Systems for B5G with Sub-6 GHz

Author(s): Soo-Min Kim, Han Cha, Seong-Lyun Kim, Chan-Byoung Chae
Published in: 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW), 2020, Page(s) 1-2, ISBN 978-1-7281-5178-6
Publisher: IEEE
DOI: 10.1109/wcncw48565.2020.9124745

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, ISBN 978-1-5386-8088-9
Publisher: IEEE
DOI: 10.1109/icc.2019.8761047

Learning-Based Trajectory Optimization for 5G mmWave Uplink UAVs

Author(s): Praneeth Susarla, Yansha Deng, Giuseppe Destino, Jani Saloranta, Toktam Mahmoodi, Markku Juntti, Olli Silven
Published in: 2020 IEEE International Conference on Communications Workshops (ICC Workshops), 2020, Page(s) 1-7, ISBN 978-1-7281-7440-2
Publisher: IEEE
DOI: 10.1109/iccworkshops49005.2020.9145194

Multi-Agent Deep Reinforcement Learning for Connected Vehicles (poster)

Author(s): Dohyun Kwon, Soohyun Park, Joongheon Kim
Published in: Proceedings of the 17th Annual International Conference on Mobile Systems, Applications, and Services, 2019, Page(s) 524-525, ISBN 9781450366618
Publisher: ACM
DOI: 10.1145/3307334.3328606

Analysis of Drone Propagation With Ray Tracing From Sub-6 GHz Upto Terahertz Frequencies in a Real World Urban Environment

Author(s): Muhammad Usman Sheikh, Kalle Ruttik, Norshaida Saba, Edward Mutafungwa, Riku Jantti, Jyri Hamalainen
Published in: 2021 International Conference on Information Networking (ICOIN), 2021, Page(s) 169-174, ISBN 978-1-7281-9101-0
Publisher: IEEE
DOI: 10.1109/icoin50884.2021.9333892

Edge Capacity Planning for Real Time Compute-Intensive Applications

Author(s): Marius Noreikis, Yu Xiao, Yuming Jiang
Published in: 2019 IEEE International Conference on Fog Computing (ICFC), 2019, Page(s) 175-184, ISBN 978-1-7281-3236-5
Publisher: IEEE
DOI: 10.1109/icfc.2019.00029

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, ISBN 978-1-7281-1985-4
Publisher: IEEE
DOI: 10.1109/ijcnn.2019.8851874

Quality-aware trajectory planning of cellular connected UAVs

Author(s): Muhammad Usman Sheikh, Maria Riaz, Furqan Jameel, Riku Jäntti, Navuday Sharma, Vishal Sharma, Mamoun Alazab
Published in: Proceedings of the 2nd ACM MobiCom Workshop on Drone Assisted Wireless Communications for 5G and Beyond, 2020, Page(s) 79-85, ISBN 9781450381055
Publisher: ACM
DOI: 10.1145/3414045.3415943

Video Placements and Dynamic Streaming Services in Wireless Caching Networks

Author(s): Minseok Choi, Joongheon Kim
Published in: 2020 International Conference on Information and Communication Technology Convergence (ICTC), 2020, Page(s) 87-92, ISBN 978-1-7281-6758-9
Publisher: IEEE
DOI: 10.1109/ictc49870.2020.9289559

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, ISBN 978-1-5386-8350-7
Publisher: IEEE
DOI: 10.1109/icoin.2019.8718194

Demo: mmWave Lens MIMO

Author(s): Sang-Hyun Park, Dongsoo Jun, Byoungnam Kim, Dong Ku Kim, Chan-Byoung Chae
Published in: 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW), 2020, Page(s) 1-2, ISBN 978-1-7281-5178-6
Publisher: IEEE
DOI: 10.1109/wcncw48565.2020.9124832

Demo: Wireless VR/Haptic Open Platform for Multimodal Teleoperation

Author(s): Tae Hun Jung, Hanju Yoo, Yuna Jin, Chae Eun Rhee, Chan-Byoung Chae
Published in: 2020 IEEE Wireless Communications and Networking Conference Workshops (WCNCW), 2020, Page(s) 1-2, ISBN 978-1-7281-5178-6
Publisher: IEEE
DOI: 10.1109/wcncw48565.2020.9124746

Light-Weight Programming Language for Blockchain (demo)

Author(s): Junhui Kim, Joongheon Kim
Published in: Proceedings of the 17th Annual International Conference on Mobile Systems, Applications, and Services, 2019, Page(s) 653-654, ISBN 9781450366618
Publisher: ACM
DOI: 10.1145/3307334.3328567

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, ISBN 978-1-5386-8350-7
Publisher: IEEE
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, ISBN 978-1-5386-8088-9
Publisher: IEEE
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, ISBN 978-1-5386-8088-9
Publisher: IEEE
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, ISBN 978-0-9992411-4-1
Publisher: International Joint Conferences on Artificial Intelligence Organization
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, Vol 97, 2019, Page(s) 5887-5896, ISSN 2640-3498
Publisher: PMLR

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, ISBN 9781-450366618
Publisher: ACM Press
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, ISBN 978-1-7281-0273-3
Publisher: IEEE
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, ISBN 978-1-7281-0273-3
Publisher: IEEE
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, ISBN 978-1-7281-0546-8
Publisher: IEEE
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, ISBN 978-1-7281-3028-6
Publisher: IEEE
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, ISBN 978-1-5386-7646-2
Publisher: IEEE
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, ISBN 978-1-7281-1220-6
Publisher: IEEE
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, ISBN 978-1-5386-7646-2
Publisher: IEEE
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, ISBN 978-1-5386-7646-2
Publisher: IEEE
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, ISBN 978-1-7281-1220-6
Publisher: IEEE
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, ISBN 978-1-7281-3316-4
Publisher: IEEE
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, ISBN 978-1-7281-5207-3
Publisher: IEEE
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, ISBN 978-1-7281-3627-1
Publisher: IEEE
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, ISBN 978-1-7281-1985-4
Publisher: IEEE
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, ISBN 978-1-7281-1985-4
Publisher: IEEE
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, ISBN 978-1-7281-1204-6
Publisher: IEEE
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, ISBN 978-1-7281-3106-1
Publisher: IEEE
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, ISBN 978-1-7281-5178-6
Publisher: IEEE
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, ISBN 978-1-7281-5089-5
Publisher: IEEE
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, ISBN 978-1-7281-6289-8
Publisher: IEEE
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, ISBN 978-1-7281-5178-6
Publisher: IEEE
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, ISBN 978-1-7281-0962-6
Publisher: IEEE
DOI: 10.1109/globecom38437.2019.9014151

Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication

Author(s): Won Joon Yun, Byungju Lim, Soyi Jung, Young-Chai Ko, Jihong Park, Joongheon Kim, Mehdi Bennis
Published in: IEEE International Symposium on Wireless Communication Systems, 2021
Publisher: IEEE

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, ISBN 978-1-7281-0546-8
Publisher: IEEE
DOI: 10.1109/eucnc.2019.8802015

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, ISBN 978-1-5386-8088-9
Publisher: IEEE
DOI: 10.1109/icc.2019.8762091

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, ISBN 978-1-7281-1204-6
Publisher: IEEE
DOI: 10.1109/vts-apwcs.2019.8851667

Constructing 3-dimensional 5G coverage map for real-time airborne missions

Author(s): Sejin Seo, Seunghwan Kim, Sujin Kook, Sihun Baek, Seong-Lyun Kim
Published in: Proceedings of the 26th Annual International Conference on Mobile Computing and Networking, 2020, Page(s) 1-3, ISBN 9781450370851
Publisher: ACM
DOI: 10.1145/3372224.3418160

Learning to Schedule Communication in Multi-agent Reinforcement Learning

Author(s): Daewoo Kim, Sangwoo Moon, David Hostallero, Wan Ju Kang, Taeyoung Lee, Kyunghwan Son, Yung Yi
Published in: International Conference on Learning Representations, 2019
Publisher: Openreview

Learning to Demodulate From Few Pilots via Offline and Online Meta-Learning

Author(s): Sangwoo Park, Hyeryung Jang, Osvaldo Simeone, Joonhyuk Kang
Published in: IEEE Transactions on Signal Processing, 69, 2021, Page(s) 226-239, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2020.3043879

Mix2FLD: Downlink Federated Learning After Uplink Federated Distillation With Two-Way Mixup

Author(s): Seungeun Oh, Jihong Park, Eunjeong Jeong, Hyesung Kim, Mehdi Bennis, Seong-Lyun Kim
Published in: IEEE Communications Letters, 24/10, 2020, Page(s) 2211-2215, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lcomm.2020.3003693

Ready Player One: UAV-Clustering-Based Multi-Task Offloading for Vehicular VR/AR Gaming

Author(s): Long Hu, Yuanwen Tian, Jun Yang, Tarik Taleb, Lin Xiang, Yixue Hao
Published in: IEEE Network, 33/3, 2019, Page(s) 42-48, ISSN 0890-8044
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mnet.2019.1800357

Probabilistic Caching and Dynamic Delivery Policies for Categorized Contents and Consecutive User Demands

Author(s): Minseok Choi, Andreas F. Molisch, Dong-Jun Han, Dongjae Kim, Joongheon Kim, Jaekyun Moon
Published in: IEEE Transactions on Wireless Communications, 20/4, 2021, Page(s) 2685-2699, ISSN 1536-1276
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/twc.2020.3044076

Supremo: Cloud-Assisted Low-Latency Super-Resolution in Mobile Devices

Author(s): Juheon Yi, Seongwon Kim, Joongheon Kim, Sunghyun Choi
Published in: IEEE Transactions on Mobile Computing, 2020, Page(s) 1-1, ISSN 1536-1233
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmc.2020.3025300

Communication-Efficient and Distributed Learning Over Wireless Networks: Principles and Applications

Author(s): Jihong Park, Sumudu Samarakoon, Anis Elgabli, Joongheon Kim, Mehdi Bennis, Seong-Lyun Kim, Merouane Debbah
Published in: Proceedings of the IEEE, 109/5, 2021, Page(s) 796-819, ISSN 0018-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jproc.2021.3055679

Geometric Sequence Decomposition With k -Simplexes Transform

Author(s): Woong-Hee Lee, Jong-Ho Lee, Ki Won Sung
Published in: IEEE Transactions on Communications, 69/1, 2021, Page(s) 94-107, ISSN 0090-6778
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tcomm.2020.3028876

Chameleon: Latency and Resolution Aware Task Offloading for Visual-Based Assisted Driving

Author(s): Chao Zhu, Yi-Han Chiang, Abbas Mehrabi, Yu Xiao, Antti Yla-Jaaski, Yusheng Ji
Published in: IEEE Transactions on Vehicular Technology, 68/9, 2019, Page(s) 9038-9048, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tvt.2019.2924911

Noise Learning Based Denoising Autoencoder

Author(s): Woong-Hee Lee, Mustafa Ozger, Ursula Challita, Ki Won Sung
Published in: IEEE Communications Letters, 2021, Page(s) 1-1, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lcomm.2021.3091800

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, 7, 2019, Page(s) 33870-33880, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
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, 56/10, 2018, Page(s) 108-113, ISSN 0163-6804
Publisher: Institute of Electrical and Electronics Engineers
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, 18/5, 2019, Page(s) 2777-2793, ISSN 1536-1276
Publisher: Institute of Electrical and Electronics Engineers
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, 68/5, 2019, Page(s) 4235-4248, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers
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, Volume: 67 , Issue: 18, 2019, Page(s) 1-1, ISSN 1053-587X
Publisher: Institute of Electrical and Electronics Engineers
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, 6/3, 2019, Page(s) 4150-4161, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers Inc.
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
Publisher: Institute of Electrical and Electronics Engineers
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
Publisher: IEEE Communications Society
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, 18/7, 2019, Page(s) 3658-3668, ISSN 1536-1276
Publisher: Institute of Electrical and Electronics Engineers
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, 56/10, 2018, Page(s) 58-63, ISSN 0163-6804
Publisher: Institute of Electrical and Electronics Engineers
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, 6/4, 2019, Page(s) 6523-6536, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers Inc.
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, 2020, 2020, Page(s) 1-19, ISSN 2090-0147
Publisher: Hindawi Publishing Corporation
DOI: 10.1155/2020/1854826

Dynamic Maps for Automated Driving and UAV Geofencing

Author(s): Mariem Maiouak, Tarik Taleb
Published in: IEEE Wireless Communications, 26/4, 2019, Page(s) 54-59, ISSN 1536-1284
Publisher: Institute of Electrical and Electronics Engineers
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, 18/12, 2019, Page(s) 5705-5718, ISSN 1536-1276
Publisher: Institute of Electrical and Electronics Engineers
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, 69/1, 2020, Page(s) 935-947, ISSN 0018-9545
Publisher: Institute of Electrical and Electronics Engineers
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, 24/1, 2020, Page(s) 131-135, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
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, 24/6, 2020, Page(s) 1279-1283, ISSN 1089-7798
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lcomm.2019.2921755

FlexSensing: A QoI and Latency-Aware Task Allocation Scheme for Vehicle-Based Visual Crowdsourcing via Deep Q-Network

Author(s): Chao Zhu, Yi-Han Chiang, Yu Xiao, Yusheng Ji
Published in: IEEE Internet of Things Journal, 8/9, 2021, Page(s) 7625-7637, ISSN 2327-4662
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2020.3040615

Joint Mobile Charging and Coverage-Time Extension for Unmanned Aerial Vehicles

Author(s): Soohyun Park, Won-Yong Shin, Minseok Choi, Joongheon Kim
Published in: IEEE Access, 9, 2021, Page(s) 94053-94063, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3093431

Self-Controllable Super-Resolution Deep Learning Framework for Surveillance Drones in Security Applications

Author(s): Soohyun Park, Yeongeun Kang, Jeman Park, Joongheon Kim
Published in: ICST Transactions on Security and Safety, 7/23, 2020, Page(s) 165502, ISSN 2032-9393
Publisher: EAI
DOI: 10.4108/eai.30-6-2020.165502

Flexible Function Split Over Ethernet Enabling RAN Slicing

Author(s): Ghizlane Mountaser; Toktam Mahmoodi
Published in: Radio Access Network Slicing and Virtualization for 5G Vertical Industries, 2021, Page(s) 209-220, ISBN 9781119652472
Publisher: Wiley-IEEE Press

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, ISBN 978-3-030-10879-3
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-10880-9_9

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, ISBN 978-3-030-10879-3
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-10880-9_9