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AI-Native Network Slicing for 6G Networks [article]

Wen Wu, Conghao Zhou, Mushu Li, Huaqing Wu, Haibo Zhou, Ning Zhang, Xuemin Shen, Weihua Zhuang
2021 arXiv   pre-print
This article presents an artificial intelligence (AI)-native network slicing architecture for 6G networks to enable the synergy of AI and network slicing, thereby facilitating intelligent network management  ...  Finally, a case study is presented, followed by a discussion of open research issues that are essential for AI-native network slicing in 6G networks.  ...  CONCLUSION In this article, we have proposed the AI-native network slicing architecture to facilitate intelligent network management and support AI services in 6G networks.  ... 
arXiv:2105.08576v2 fatcat:3nwd256mhffe3nskky5faz3aci

Network intelligence in 6G

Albert Banchs, Marco Fiore, Andres Garcia-Saavedra, Marco Gramaglia
2021 Proceedings of the 16th ACM Workshop on Mobility in the Evolving Internet Architecture  
Instead, AI models should be tailored to the specific network level and respond to the specific needs of network functions, eventually coordinated by an end-to-end NI-native architecture for 6G.  ...  The success of the upcoming 6G systems will largely depend on the quality of the Network Intelligence (NI) that will fully automate network management.  ...  for aDAptive and sElf-Learning MObile Networks).  ... 
doi:10.1145/3477091.3482761 fatcat:rqkq5xvu3naxlm4xh7nv4xao7e

Network intelligence in 6G: challenges and opportunities [article]

Albert Banchs, Marco Fiore, Andres Garcia-Saavedra, Marco Gramaglia
2021 Zenodo  
Instead, AI models should be tailored to the specific network level and respond to the specific needs of network functions, eventually coordinated by an end-to-end NI-native architecture for 6G.  ...  The success of the upcoming 6G systems will largely depend on the quality of the Network Intelligence (NI) that will fully automate network management.  ...  for aDAptive and sElf-Learning MObile Networks).  ... 
doi:10.5281/zenodo.5524560 fatcat:e7eq7xfrvbaqxomrfnlvwcpoai

6G Architecture to Connect the Worlds

Volker Ziegler, Harish Viswanathan, Hannu Flinck, Marco Hoffmann, Vilho Raisanen, Kimmo Hatonen
2020 IEEE Access  
The flexibility of 6G architecture will enable specialization of the network for specific purposes such as sub-networks and optimized slices.  ...  DEEP SLICING Deep slicing will be a key driving factor for 6G architectural change in conjunction with slice-specific dedicated SW stacks and dedicated HW acceleration.  ... 
doi:10.1109/access.2020.3025032 fatcat:y32rfu5ypfg7zh5onziafyi664

Toward 6G TKμ Extreme Connectivity: Architecture, Key Technologies and Experiments [article]

Xiaohu You, Yongming Huang, Shengheng Liu, Dongming Wang, Junchao Ma, Wei Xu, Chuan Zhang, Hang Zhan, Cheng Zhang, Jiao Zhang, Jin Li, Min Zhu (+12 others)
2022 arXiv   pre-print
The proposed 6G network architecture and technological framework demonstrate exciting potentials for full-service and full-scenario applications.  ...  We then introduce a radio access network (RAN) architecture of full spectrum uniform cell-free networks, which is among the most attractive RAN candidates for 6G TKμ extreme connectivity.  ...  For example, native AI technologies will be utilised in almost every corner of the 6G networks and, based on which, the customised diverse applications can be better supported and the networks can be autonomously  ... 
arXiv:2208.01190v1 fatcat:3rq2ackzwjgkjhpo5j6osp7azq

5G Mobile Technologies and Early 6G Viewpoints

Ivan Petrov, Toni Janevski
2020 European Journal of Engineering Research and Science  
AI-assisted IoT services, data collection, analytics and storage should become native in the beyond 5G era. 5G introduces New Radio (NR) in sub-6 GHz bands and also in mmWave bands above 24 GHz, network  ...  Machine Learning and generally Artificial Intelligence (AI) is becoming necessity for further expansion of the beyond 5G mobile world.  ...  AI-assisted IoT services, data collection, analytics and storage should be native in 6G era.  ... 
doi:10.24018/ejers.2020.5.10.2169 fatcat:lvqcxkfo4zaqpkvx7q7oxp5hoi

Call for papers

2021 China Communications  
constitute the basic technical system of the space-air-ground integrated network for future 6G.  ...  To achieve this, integration of space, air, and ground networks is highly demanded, which expects to become the one of the enabling technologies for 6G networks.  ...  technology • 6G network architecture • Integration of sensing, communication and computing • Digital twin and network autonomy • Big data and native-AI enabled network6G Cloud-native networks Submission  ... 
doi:10.23919/jcc.2021.9444254 fatcat:hix5wps67rdfpcg4wdkebalg4u

6G Architectural Trends and Enablers

Mårten Ericsson, Massimo Condoluci, Patrik Rugeland, Stefan Wänstedt, Mehdi S.H. Abad, Omer Haliloglu, Merve Saimler, Luca Feltrin
2021 Zenodo  
as more flexible deployments expected for 6G, for instance, macro base stations, mesh networks, satellites, private networks, and connectivity using sub-THz frequencies, which are expected for 6G.  ...  By 2030, the next generation mobile network (6G) is expected to be ready.  ...  AI is expected to optimize the 6G communication and use 6G as a tool for AI, i.e., AI as a service.  ... 
doi:10.5281/zenodo.5786279 fatcat:w56k7chl45azdbrlb5bpqp3nju

Call for papers — feature topic vol. 19, no. 1, 2022

2021 China Communications  
constitute the basic technical system of the space-air-ground integrated network for future 6G.  ...  To achieve this, integration of space, air, and ground networks is highly demanded, which expects to become the one of the enabling technologies for 6G networks.  ... 
doi:10.23919/jcc.2021.9459579 fatcat:m324jc5amjfqvcitpr5jjjrxki

On End-to-End Intelligent Automation of 6G Networks

Abdallah Moubayed, Abdallah Shami, Anwer Al-Dulaimi
2022 Future Internet  
This includes automating both the operational and functional elements for 6G networks.  ...  6G networks.  ...  . • Cloud-native deployments: In addition to the aforementioned integrated technologies, cloud-native deployments are essential pillars for 6G networks.  ... 
doi:10.3390/fi14060165 fatcat:lf56lr5ytjanzifaujetekjn24

Guest Editorial: Smart, Optimal, and Explainable Orchestration of Network Slices in 5G and Beyond Networks

Zubair Md Fadlullah, Mostafa M. Fouda, Khaled Rabie, Ruidong Li
2022 IEEE wireless communications  
The first article, by Wen et al., conceptualizes an AI-native network slicing technique for 6G networks.  ...  Joint design of 6G network planning and operation is highlighted as a key challenge for network slice pro-visioning in such complex and large network scenarios.  ... 
doi:10.1109/mwc.2022.9749185 fatcat:m2kjnlekfvgkfoqz2idysnh6hm

Guest editorial: 6G towards 2030: From key technology to network architecture

Guangyi Liu, Jinkang Zhu, Yongming Huang, Jianhua Zhang, Xiaoming Tao
2022 China Communications  
, big data and native-AI enabled network, cloud-native networks, etc.  ...  To achieve these objectives, 6G mobile network will be featured by on demand fulfillment network, lite network, soft network, native AI, native security and digital twin network.  ... 
doi:10.23919/jcc.2022.9745421 fatcat:jkvwvis7xfe75hba7rotriizaa

Interaction and Conflict Management in AI-assisted Operational Control Loops in 6G [article]

Saeedeh Parsaeefard, Pooyan Habibi, Alberto Leon Garcia
2021 arXiv   pre-print
This paper studies autonomous and AI-assisted control loops (ACLs) in the next generation of wireless networks in the lens of multi-agent environments.  ...  Using Kubernetes, we present an implementation of ICM to remove the conflicts in the scheduling and rescheduling of Pods for different ACLs in networks.  ...  Like slices, ACLs can be represented as a graph of network functions (NF) and ML-oriented service functions for AI-based use cases (or slices) inside the network.  ... 
arXiv:2110.12025v1 fatcat:k2zgjy7asfco3jhlenlnlpzw64

Communications in the 6G Era

Harish Viswanathan, Preben Mogensen
2020 IEEE Access  
INDEX TERMS 6G, AI/ML driven air interface, network localization and sensing, cognitive spectrum sharing, sub-terahertz, RAN-Core convergence, subnetworks, security, privacy, network as a platform.  ...  With rapid advances in artificial intelligence, it has the potential to become the foundation for the 6G air interface and network, making data, compute and energy the new resources to be exploited for  ...  Ziegler for their comments on an early draft of this article. They would also like to thank A. Hu and R. Adeogun for helping with the preparation of the manuscript.  ... 
doi:10.1109/access.2020.2981745 fatcat:27bqjyzg2vd4xnuqlpzhlhoo34

From 5G to 6G—Challenges, Technologies, and Applications

Ahmed I. Salameh, Mohamed El Tarhuni
2022 Future Internet  
Finally, we quantify and summarize the research work related to beyond 5G and 6G networks through an extensive search of publications and research groups and present a possible timeline for 6G activities  ...  We then discuss the salient characteristics of the 6G network following a hierarchical approach including the social, economic, and technological aspects.  ...  To address these emergent challenges for next-generation networks, edge-native AI, a novel technology that intrinsically combines edge computing and AI, has been widely regarded as a predominant research  ... 
doi:10.3390/fi14040117 fatcat:kvcvy2yqpvgk3n2vtwfbyvrfly
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