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Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications [article]

Khaled B. Letaief, Yuanming Shi, Jianmin Lu, Jianhua Lu
2021 arXiv   pre-print
New design principles of wireless networks, service-driven resource allocation optimization methods, as well as a holistic end-to-end system architecture to support edge AI will be described.  ...  In this paper, we shall provide our vision for scalable and trustworthy edge AI systems with integrated design of wireless communication strategies and decentralized machine learning models.  ...  These results on nature-inspired edge AI models and network architectures provide a strong evidence that one can establish an integrated data-driven and knowledge-guided framework to design and optimize  ... 
arXiv:2111.12444v1 fatcat:crrbtfylvjeihogumggdnxcbpq

6G Communication Technology: A Vision on Intelligent Healthcare [article]

Sabuzima Nayak, Ripon Patgiri
2020 arXiv   pre-print
Healthcare will be fully AI-driven and dependent on 6G communication technology, which will change our perception of lifestyle.  ...  Currently, time and space are the key barriers to health care and 6G will be able to overcome these barriers. Also, 6G will be proven as a game changing technology for healthcare.  ...  Artificial Intelligence 6G will be a truly AI-driven communication network [5] , [34] . 6G will make every aspect of network communication intelligent to make the system self-aware, self-compute and  ... 
arXiv:2005.07532v1 fatcat:pt4jidrwljf6blxye6pmdrn3ba

The Shift to 6G Communications: Vision and Requirements [article]

Muhammad Waseem Akhtar, Syed Ali Hassan, Rizwan Ghaffar, Haejoon Jung, Sahil Garg, M. Shamim Hossain
2020 arXiv   pre-print
The sixth-generation (6G) wireless communication network is expected to integrate the terrestrial, aerial, and maritime communications into a robust network which would be more reliable, fast, and can  ...  More specifically, we highlight the use cases and applications of the proposed 6G networks in various dimensions.  ...  Similarly, the development of the new air interface will be an essential component of 6G system architecture. AI and ML is another crucial component of the 6G system architecture.  ... 
arXiv:2010.07993v1 fatcat:u4g5vyhor5amtltrkx5olvhq6e

The shift to 6G communications: vision and requirements

Muhammad Waseem Akhtar, Syed Ali Hassan, Rizwan Ghaffar, Haejoon Jung, Sahil Garg, M. Shamim Hossain
2020 Human-Centric Computing and Information Sciences  
More specifically, we highlight the use cases and applications of the proposed 6G networks in various dimensions.  ...  (B5G) and 6G communications.  ...  Similarly, the development of the new air interface will be an essential component of 6G system architecture. AI and ML is another crucial component of the 6G system architecture.  ... 
doi:10.1186/s13673-020-00258-2 fatcat:ibwxzee35fc7xmx4bwzj46xfzy

6G Wireless Systems: A Vision, Architectural Elements, and Future Directions

Latif U. Khan, Ibrar Yaqoob, Muhammad Imran, Zhu Han, Choong Seon Hong
2020 IEEE Access  
, intelligent cell-less architecture, and distributed security models.  ...  Sixth-generation (6G) wireless systems are envisioned to overcome 5G network limitations. In this article, we explore recent advances made toward enabling 6G systems.  ...  They discussed 6G network architecture with key enablers and 6G applications for various AI-enabled smart services.  ... 
doi:10.1109/access.2020.3015289 fatcat:x5bpksqgezgg7jylzmvlipcde4

Expansive networks: Exploiting spectrum sharing for capacity boost and 6G vision

Gurkan Gur
2020 Journal of Communications and Networks  
In this work, we first describe spectrum sharing issues and possibilities in 6G networks for expansive networks.  ...  We then present security implications of expansive networks, an important concern due to more open and coupled systems in expansive networks.  ...  These devices will have to communicate with each other and the infrastructure, and provide collaborative services in an autonomous and self-driven manner [12] .  ... 
doi:10.23919/jcn.2020.000037 fatcat:3g2ya75vdrdijduseiklrgx7aq

6G-Enabled Internet of Things: Vision, Techniques, and Open Issues

Mehdi Hosseinzadeh, Atefeh Hemmati, Amir Masoud Rahmani
2022 CMES - Computer Modeling in Engineering & Sciences  
Also, this paper discusses the impacts of 6G on IoT, critical requirements and trends for 6G-enabled IoT, new service classes of 6G and IoT technologies, and current 6G-enabled IoT studies selected by  ...  There are changes in the development of wireless technology systems every decade. 6G (sixth generation) wireless networks improve on previous generations by increasing dependability, accelerating networks  ...  To demonstrate 6G visions for use cases, essential needs, and trends. 3. To create an innovative network architecture for 6G to allow massive IoT. 4.  ... 
doi:10.32604/cmes.2022.021094 fatcat:wlf3u356cjemfguewnwxihxufa

The Role of Blockchain in 6G: Challenges, Opportunities and Research Directions

Tharaka Hewa, Gurkan Gur, Anshuman Kalla, Mika Ylianttila, An Bracken, Madhusanka Liyanage
2020 2020 2nd 6G Wireless Summit (6G SUMMIT)  
The blockchain and distributed ledger technology is one of the most disruptive technology enablers to address most of the current limitations and facilitate the functional standards of 6G.  ...  In this work, we explore the role of blockchain to address formidable challenges in 6G, future application opportunities and potential research directions.  ...  APPLICATION AND SERVICE OPPORTUNITIES VIA BLOCKCHAINS IN 6G SYSTEMS As listed in Section I, 6G vision entails a multitude of applications which can be enabled or improved via utilization of blockchains  ... 
doi:10.1109/6gsummit49458.2020.9083784 dblp:conf/6gsummit/HewaGKYBL20 fatcat:pdzy365255dbxcgp4ngxthu6qi

6G Security Challenges and Potential Solutions

Pawani Porambage, Gurkan Gur, Diana Pamela Moya Osorio, Madhusanka Livanage, Mika Ylianttila
2021 2021 Joint European Conference on Networks and Communications & 6G Summit (EuCNC/6G Summit)  
Although the fifth generation wireless networks are yet to be fully investigated, the vision and key elements of the 6th generation (6G) ecosystem have already come into discussion.  ...  Especially, we discuss the security and privacy challenges that may emerge with the 6G requirements, novel network architecture, applications and enabling technologies including distributed ledger technologies  ...  ACKNOWLEDGMENT This work is supported by 6Genesis Flagship (grant 318927) and 5GEAR projects.  ... 
doi:10.1109/eucnc/6gsummit51104.2021.9482609 fatcat:g34wueejyzcqzjnhirvyuyejnm

Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts

Xiaohu You, Cheng-Xiang Wang, Jie Huang, Xiqi Gao, Zaichen Zhang, Mao Wang, Yongming Huang, Chuan Zhang, Yanxiang Jiang, Jiaheng Wang, Min Zhu, Bin Sheng (+38 others)
2020 Science China Information Sciences  
Our vision on 6G is that it will have four new paradigm shifts.  ...  To meet these requirements, 6G networks will rely on new enabling technologies, i.e., air interface and transmission technologies and novel network architecture, such as waveform design, multiple access  ...  as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made.  ... 
doi:10.1007/s11432-020-2955-6 fatcat:bf4wxtlfsbg7noe5nshf3pz3qq

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
While fifth-generation (5G) communications are being rolled out around the world, sixth-generation (6G) communications have attracted much attention from both the industry and academia.  ...  , so as to meet the various network requirements for industries.  ...  Physical layer Big data AI 6G Vision •  ... 
arXiv:2004.08549v3 fatcat:vimdhjmycjcbdhab4c5ncdsbva

Predictive network management and orchestration towards 6G

Josep Martrat, Ignacio Labrador, Aurora Ramos, Ricardo Marco, Mikko Uusitalo, Vilho Raisanen, Amina Boubendir
2021 Zenodo  
An essential element to empower this 6G vision is the use of automation based on Artificial Intelligence (AI) and Machine Learning (ML) within the network orchestration and management system in order to  ...  We provide an introductory framework for predictive management and orchestration in 6G networks as seen by Hexa-X  ...  AI-Driven Continuum Orchestration  ... 
doi:10.5281/zenodo.5862305 fatcat:cgeihedrdfacnjwwwz5ua6s4h4

Toward the 6G Network Era: Opportunities and Challenges

Ioannis Tomkos, Dimitrios Klonidis, Evangelos Pikasis, Sergios Theodoridis
2020 IT Professional Magazine  
) networks which will employ AI to optimize and automate their operation. 1520-9202 ß 2020 IEEE Published by the IEEE Computer Society  ...  In this article, we discuss the transformation and convergence of the fifthgeneration (5G) mobile network and the internet of things technologies, toward the emergence of the smart sixth-generation (6G  ...  This architecture allows the deployment of an evolved 5G/6G network that can operate as a distributed computer with the goal to offer AI at the edge and which will be deployed between the cloud processing  ... 
doi:10.1109/mitp.2019.2963491 fatcat:nphysndjnvhkpjzfsteu74cmui

The Roadmap to 6G Security and Privacy

Pawani Porambage, Gurkan Gur, Diana Pamela Moya Osorio, Madhusanka Liyanage, Andrei Gurtov, Mika Ylianttila
2021 IEEE Open Journal of the Communications Society  
We provide our vision on 6G security and security key performance indicators (KPIs) with the tentative threat landscape based on the foreseen 6G network architecture.  ...  Therefore, in order to consolidate and solidify the security and privacy in 6G networks, we survey how security may impact the envisioned 6G wireless systems, possible challenges with different 6G technologies  ...  ACKNOWLEDGMENT This work has been performed under the framework of 6Genesis Flagship (grant 318927) and 5GEAR projects.  ... 
doi:10.1109/ojcoms.2021.3078081 fatcat:r5g662rcxjcgvjfc2el3lesdzy

Towards Ubiquitous AI in 6G with Federated Learning [article]

Yong Xiao and Guangming Shi and Marwan Krunz
2020 arXiv   pre-print
., 6G. It is commonly believed that 6G will be built on a new vision of ubiquitous AI, an hyper-flexible architecture that brings human-like intelligence into every aspect of networking systems.  ...  Federated learning (FL) is an emerging distributed AI solution that enables data-driven AI solutions in heterogeneous and potentially massive-scale networks.  ...  Ross Murch at the Hong Kong University of Science and Technology and Prof. Luiz DaSilva at the CONNECT, Trinity College Dublin, for useful comments on this manuscript.  ... 
arXiv:2004.13563v1 fatcat:r4lc2x7j4zf2xkxr4xzklf2jbq
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