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White Paper on Mach...
White Paper on Machine Learning in 6G Wireless Communication Networks : 6G Research Visions, No. 7, 2020
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- Samad, Ali (författare)
- University of Oulu, Finland
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- Saad, Walid (författare)
- Virginia Tech, USA
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- Nandana, Rajatheva (författare)
- University of Oulu, Finland
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- Kapseok, Chang (författare)
- Electronics and Telecommunications Research Institute (ETRI), South Korea
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- Steinbach, Daniel (författare)
- InterDigital, Inc., USA
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- Sliwa, Benjamin (författare)
- TU Dortmund University, Germany
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- Wietfeld, Christian (författare)
- TU Dortmund University, Germany
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- Mei, Kai (författare)
- University of Oulu, Finland
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- Hamid, Shiri (författare)
- University of Oulu, Finland
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- Zepernick, Hans-Juergen (författare)
- Blekinge Tekniska Högskola,Institutionen för datavetenskap
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- Chu, Thi My Chinh (författare)
- Blekinge Tekniska Högskola,Institutionen för datavetenskap
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- Ijaz, Ahmad (författare)
- VTT Technical Research Center of Finland Ltd, Finland
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- Jyrki, Huusko (författare)
- VTT Technical Research Center of Finland Ltd, Finland
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- Suutala, Jaakko (författare)
- University of Oulu, Finland
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- Bhadauria, Shubhangi (författare)
- Fraunhofer Institute for Integrated Circuits IIS, Germany
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- Bhatia, Vimal (författare)
- IIT Indore, India
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- Rangeet, Mitra (författare)
- University of Quebec, Canada
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- Amuru, Saidhiraj (författare)
- IIT Hyderabad, India
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- Shao, Baohua (författare)
- Warwick Institute for the Science of Cities, UK
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- Capobianco, Michele (författare)
- Capobianco – Business Innovation Management, Pordenone, Italy
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- Yu, Guanghui (författare)
- ZTE Corporation, China
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- Claes, Maelick (författare)
- University of Oulu, Finland
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- Karvonen, Teemu (författare)
- University of Oulu, Finland
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- Chen, Mingzhe (författare)
- Princeton University, USA
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- Girnyk, Maksym (författare)
- Ericsson Research, Sweden
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- Malik, Hassan (författare)
- Prontominds OÜ, Estonia
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(creator_code:org_t)
- ISBN 9789526226736
- University of Oulu, 2020
- Engelska 32 s.
- Relaterad länk:
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https://bth.diva-por... (primary) (Raw object)
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https://urn.kb.se/re...
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Abstract
Ämnesord
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- This white paper discusses various topics, advances, and projections regarding machine learning (ML) in wireless communications. Sixth generation (6G) wireless communications networks will be the backbone of the digital transformation of societies by providing ubiquitous, reliable, and near-instant wireless connectivity for humans and machines. Recent advances in ML research have enabled a wide range of novel technologies such as self-driving vehicles and voice assistants. Such innovation is made possible by the availability of advanced ML models, large datasets, and high computational power. In addition, the ever-increasing demand for connectivity will require even more extensive innovation in 6G wireless networks. Consequently, ML tools will play a major role in solving the new problems in the wireless domain. In this paper, we offer a vision of how ML will impact wireless communications systems. We first provide an overview of the ML methods that have the highest potential to be used in wireless networks. We then discuss the problems that can be solved by using ML in various layers of the network such as the physical, medium-access, and application layers. Zero-touch optimization of wireless networks using ML is another interesting aspect discussed in this paper. Finally, at the end of each section, a set of important future research questions is presented.
Ämnesord
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Kommunikationssystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Communication Systems (hsv//eng)
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Till lärosätets databas
- Av författaren/redakt...
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Samad, Ali
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Saad, Walid
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Nandana, Rajathe ...
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Kapseok, Chang
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Steinbach, Danie ...
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Sliwa, Benjamin
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visa fler...
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Wietfeld, Christ ...
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Mei, Kai
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Hamid, Shiri
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Zepernick, Hans- ...
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Chu, Thi My Chin ...
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Ijaz, Ahmad
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Jyrki, Huusko
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Suutala, Jaakko
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Bhadauria, Shubh ...
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Bhatia, Vimal
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Rangeet, Mitra
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Amuru, Saidhiraj
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Shao, Baohua
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Capobianco, Mich ...
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Yu, Guanghui
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Claes, Maelick
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Karvonen, Teemu
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Chen, Mingzhe
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Girnyk, Maksym
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Malik, Hassan
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- Om ämnet
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- TEKNIK OCH TEKNOLOGIER
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TEKNIK OCH TEKNO ...
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och Elektroteknik oc ...
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och Kommunikationssy ...
- Av lärosätet
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Blekinge Tekniska Högskola