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6G White Paper on Machine Learning in Wireless Communication Networks [article]

Samad Ali, Walid Saad, Nandana Rajatheva, Kapseok Chang, Daniel Steinbach, Benjamin Sliwa, Christian Wietfeld, Kai Mei, Hamid Shiri, Hans-Jürgen Zepernick, Thi My Chinh Chu, Ijaz Ahmad (+15 others)
2020 arXiv   pre-print
The focus of this white paper is on machine learning (ML) in wireless communications. 6G wireless communication networks will be the backbone of the digital transformation of societies by providing ubiquitous  ...  On the other hand, the ever-increasing demand for connectivity will require a lot of innovation in 6G wireless networks, and ML tools will play a major role in solving problems in the wireless domain.  ...  white papers to be published in their final format in June 2020.  ... 
arXiv:2004.13875v1 fatcat:4jy7jl7uirdsxfwj525l4ae5wm

6G Wireless Communication Systems: Applications, Requirements, Technologies, Challenges, and Research Directions

Mostafa Zaman Chowdhury, Md. Shahjalal, Shakil Ahmed, Yeong Min Jang
2020 IEEE Open Journal of the Communications Society  
This paper presents the vision of future 6G wireless communication and its network architecture.  ...  in guaranteeing the QoS.  ...  This white paper is the first version for the annually revised series of 6G research visions. Every year, this white paper will be updated based on the annual 6G wireless summit.  ... 
doi:10.1109/ojcoms.2020.3010270 fatcat:6btdopl6l5cz3ediq3rmqueooq

A Survey of 6G Wireless Communications: Emerging Technologies [article]

Yang Zhao, Jun Zhao, Wenchao Zhai, Sumei Sun, Dusit Niyato, Kwok-Yan Lam
2020 arXiv   pre-print
In this paper, we present a survey of potential essential technologies in 6G.  ...  visible light communications, Blockchain-enabled wireless network, advanced duplex and holographic radio.  ...  CONCLUSION In this paper, we highlight some promising technologies in 6G networks.  ... 
arXiv:2004.08549v3 fatcat:vimdhjmycjcbdhab4c5ncdsbva

Exploiting White Spaces for Karachi through Artificial Intelligence: Comparison of NARX and Cascade Feed Forward Back Propagation

Shabbar Naqvi, Minaal Ali, Aamir Zeb, Yamna Iqbal, Abdul Rahim, Saima Khadim, Talat Altaf
2020 International Journal of Advanced Computer Science and Applications  
The expected new services that will be introduced in 6G communication will require high data rates for transmission.  ...  This paper investigates performance of two artificial neural network (ANN) based algorithms for Karachi.  ...  The proposed algorithm will be highly useful especially for 6G and 6G+ wireless communication standards.  ... 
doi:10.14569/ijacsa.2020.0110271 fatcat:a4jakxddr5aszjlgzcofdhuduy

6G White Paper on Edge Intelligence [article]

Ella Peltonen, Mehdi Bennis, Michele Capobianco, Merouane Debbah, Aaron Ding, Felipe Gil-Castiñeira, Marko Jurmu, Teemu Karvonen, Markus Kelanti, Adrian Kliks, Teemu Leppänen, Lauri Lovén (+7 others)
2020 arXiv   pre-print
In this white paper we provide a vision for 6G Edge Intelligence.  ...  Moving towards 5G and beyond the future 6G networks, intelligent solutions utilizing data-driven machine learning and artificial intelligence become crucial for several real-world applications including  ...  6G white papers to be published in their final format in June 2020.  ... 
arXiv:2004.14850v1 fatcat:2gt2fnyqsjemxdxbuclxnrqzwu

Federated Learning for 6G Communications: Challenges, Methods, and Future Directions [article]

Yi Liu, Xingliang Yuan, Zehui Xiong, Jiawen Kang, Xiaofei Wang, Dusit Niyato
2020 arXiv   pre-print
It is generally believed that 6G will be established on ubiquitous Artificial Intelligence (AI) to achieve data-driven Machine Learning (ML) solutions in heterogeneous and massive-scale networks.  ...  We then describe key technical challenges, the corresponding federated learning methods, and open problems for future research on federated learning in the context of 6G communications.  ...  According to ITU-T's 6G communication technology white paper, beyond and high-precision teleport technology will provide users with a variety of new services [1] - [4] , [17] .  ... 
arXiv:2006.02931v2 fatcat:df3bzirq2fcpnp7h3kagdgamiy

6G Wireless Communications Networks: A Comprehensive Survey

Muntadher Alsabah, Marwah Abdulrazzaq Naser, Basheera M. Mahmmod, Sadiq H. Abdulhussain, Mohammad R. Eissa, Ahmed Al-Baidhani, Nor K. Noordin, Sadiq M. Sait, Khaled A. Al-Utaibi, Fazirul Hashim
2021 IEEE Access  
a substantial burden on the 5G wireless networks.  ...  The commercial fifth-generation (5G) wireless communications networks have already been deployed with the aim of providing high data rates.  ...  The main focuses in this paper is on wireless communications systems.  ... 
doi:10.1109/access.2021.3124812 fatcat:qomuon5t4remrfoxzjksauto6q

Towards 6G: Getting Ready for the Next Decade

Marcos Katz, Pekka Pirinen, Harri Posti
2019 2019 16th International Symposium on Wireless Communication Systems (ISWCS)  
Hopefully, the conceived developing path to 6G presented in this paper will serve a motivational guide to other developers.  ...  As the wireless and mobile world is turning its interest into beyond 5G development, industry and research community are gradually taking up this colossal challenge.  ...  ACKNOWLEDGMENT The authors would like to thank all other Allied ICT Finland wireless communications work group participants for stimulating discussions and contributions for the Finnish case study.  ... 
doi:10.1109/iswcs.2019.8877155 dblp:conf/iswcs/KatzPP19 fatcat:zmdwclzvijgezhqh74k6g24okq

Editorial Energy Efficiency of Machine-Learning-Based Designs for Future Wireless Systems and Networks

Ekram Hossain, Firas Fredj
2021 IEEE Transactions on Green Communications and Networking  
The use of Digital Object Identifier 10.1109/TGCN.2021.3099580 ML in 6G was discussed in the white paper [3] where the authors discussed the advances of ML in wireless communications in various layers  ...  His research interests include the design of wireless communications systems and networks using machine learning techniques.  ... 
doi:10.1109/tgcn.2021.3099580 fatcat:uvqwn3o7hfesvmmgvmgmrol6oi

A Comprehensive Survey of 6G Wireless Communications [article]

Yang Zhao, Wenchao Zhai, Jun Zhao, Tinghao Zhang, Sumei Sun, Dusit Niyato, Kwok-Yan Lam
2021 arXiv   pre-print
Because of these technologies, 6G is expected to outperform existing wireless communication systems regarding the transmission rate, latency, global coverage, etc.  ...  This survey presents an insightful understanding of 6G wireless communications by introducing requirements, features, critical technologies, challenges, and applications.  ...  AI is expected to enable a significant paradigm shift in 6G wireless networks, including machine learning, deep learning, etc. [3] .  ... 
arXiv:2101.03889v2 fatcat:35sfasu4bbgttg3cnsfzp62oda

White Paper on Critical and Massive Machine Type Communication Towards 6G [article]

Nurul Huda Mahmood, Stefan Böcker, Andrea Munari, Federico Clazzer, Ingrid Moerman, Konstantin Mikhaylov, Onel Lopez, Ok-Sun Park, Eric Mercier, Hannes Bartz, Riku Jäntti, Ravikumar Pragada (+19 others)
2020 arXiv   pre-print
This white paper explores the main drivers and requirements of an MTC-optimized 6G network, and discusses the following six key research questions: - Will the main KPIs of 5G continue to be the dominant  ...  Machine Type Communication (MTC), encompassing its massive and critical aspects, and ubiquitous wireless connectivity are among the main enablers of such digitization at large.  ...  Acknowledgements This draft white paper has been written by an international expert group, led by the Finnish 6G Flagship program at the University of Oulu, Finland, within a series of twelve 6G white  ... 
arXiv:2004.14146v2 fatcat:mekkaybbovghfnbqz5bbizceki

Global Communications Newsletter

Fawzi Behmann, Keattisak Sripimanwat, Ismael Soto, Diego Dujovne, Harri Saarnisaari
2020 IEEE Communications Magazine  
The event featured a highly interactive classroom environment with an intense focus on learning the cutting-edge trends in communications technology, as well as laboratory tours, demonstrations, hands-on  ...  In 2017, the First South American Colloquium on Visible Light Communications was organized, which took place in the Fundación Telefónica Auditorium, and featured an exhibition of 14 papers by researchers  ...  Activities this autumn include webinars based on these 6G white papers. In total, there will be 12 webinars, one related to each white paper. Each 90-minute webinar in Zoom is free of charge.  ... 
doi:10.1109/mcom.2020.9269505 fatcat:ffeedt6v2zhoxdotfelebfn5au

Service aware 6G: An intelligent and open network based on convergence of communication, computing and caching

Yiqing Zhou, Ling Liu, Lu Wang, Ning Hui, Xinyu Cui, Jie Wu, Yan Peng, Yanli Qi, Chengwen Xing
2020 Digital Communications and Networks  
Service aware 6G: An intelligent and open network based on convergence of communication, computing and caching, Digital Communications and Networks (2020), doi: https://doi.  ...  Based on the analysis of the requirements of new services for 6G, this paper identifies key enabling technologies for an intelligent and open 6G network, all featured with 3C convergence.  ...  This paper will focus on such 3C-based enabling technologies on spectrum management, radio channel construction, delay-aware transmission, wireless distributed computing, and network self-evolution.  ... 
doi:10.1016/j.dcan.2020.05.003 fatcat:rhe4xpz3rrhulb56dygmrmsfdq

Guest Editorial: Edge Intelligence for Beyond 5G Networks

Yan Zhang, Zhiyong Feng, Hassnaa Moustafa, Feng Ye, Usman Javaid, Chunfen Cui
2021 IEEE wireless communications  
This is a leading study on exploring machine learning and deep learning in edge intelligence 5G networks.  ...  agenda for Future Internet and Media Networks published in EU white papers. usMan Javaid is Director of EMEA Delivery at Amazon Web Services.  ... 
doi:10.1109/mwc.2021.9430853 fatcat:aiq5lqtporgwbhnme7zflxbao4

6G: from Densification to Diversification [article]

Hyunsoo Kim, Taehyung Kim, Hyejin Kim, Insik Jung, Hakkeon Lee, Hyunmin Seo, Daesik Hong
2021 arXiv   pre-print
In this article, we predict what will drive 6G and look at what key requirements should be considered in 6G.  ...  While the 5G system was designed with a focus on discovering new service types for high speed, low-latency, and massive connective services, the evolution of the network interface for 6G should be considered  ...  As part of the 6G flagship research program, the University of Oulu in Finland has published a white paper for 6G ubiquitous wireless intelligence [3] .  ... 
arXiv:2107.03046v1 fatcat:cqsw7bb5uzdrblinzhfp6mlmba
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