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Evaluating the Roadmap of 5G Technology Implementation for Smart Building and Facilities Management in Singapore

Michael Yit Lin Chew, Evelyn Ai Lin Teo, Kwok Wei Shah, Vishal Kumar, Ghassan Fahem Hussein
2020 Sustainability  
This paper discusses the current challenges and benefits of implementing 5G in various use cases in SFM applications.  ...  This article will serve as a benchmark for researchers and industries for future progress and development of SFM systems by leveraging 5G networks for higher sustainability targets and implementing teaching  ...  adoption of research into practical applications for SFM.  ... 
doi:10.3390/su122410259 fatcat:vqiq3nmr6ven5n72v32ci5fowu

Artificial Intelligence Techniques for Information Security in 5G IoT Environments

Ivan Petrov, Toni Janevski
2020 European Journal of Engineering Research and Science  
We can say that this actually is the moment when (artificial intelligence) AI enters at small door but in the beyond 5G world it is expected to have the prime role in smart operation, management and maintenance  ...  Network virtualization gives flexibility and freedom of the telco operators to choose the hardware and network topology they need for AI/ML platforms and big data sets. 5G and IoT create positive environment  ...  Now when are defined the basic concepts of AI and ML we can discuss their usage in 5G and future network.  ... 
doi:10.24018/ejers.2020.5.11.2210 fatcat:nkby2oeh7rgfbdg2kg46wh2bhu

The Next Decade of Telecommunications Artificial Intelligence [article]

Ye Ouyang
2021 arXiv   pre-print
In line with 3GPP and ITU-R timeline of 5G & 6G, the paper further explores the network intelligence following 3GPP and ORAN routes respectively, experience and intention driven network management and  ...  infrastructure, network management and vertical applications.  ...  Most of them summarize AI through the application cases of 5G physical layer, medium access control (MAC) layer, network layer and application layer, or conduct simulation or data analysis of certain research  ... 
arXiv:2101.09163v6 fatcat:vojbqaqcrfdh3fcu3gjez5ypwu

Call for Papers

2022 IEEE wireless communications  
There have been numerous research efforts from both industry and academia to develop AI-powered network automation solutions.  ...  network key performance indicators (KPIs) for 5G and beyond (B5G) and 6G networks.  ...  Information for Authors of the IEEE Wireless Communications guidelines. • AI for network planning and construction • AI for network maintenance and monitoring • Network traffic prediction and classification  ... 
doi:10.1109/mwc.2022.9749217 fatcat:ngtd7jygffga3iu27taocnjwgu

Applying machine learning in network topology optimization

Zhouwei Gang, Qianyin Rao, Lin Guo, Lin Xi, Zezhong Feng, Qian Deng
2021 ITU Journal  
The team attend ITU AI/ML in 5G Challenge and won the Gold champions (1st place).  ...  Nowadays, telecommunications have become an indispensable part of our life, 5G technology brings better network speeds, helps the AR and VR industry, and connects everything.  ...  The results of this combination of communication operation and maintenance and AI can greatly reduce the cost of 5G network construction and operation and maintenance, and accelerate the promotion of 5G  ... 
doi:10.52953/fkid2877 fatcat:wd5tsawrpjdqphfhrj3uabsrce

Networked Twins and Twins of Networks: an Overview on the Relationship Between Digital Twins and 6G [article]

Hamed Ahmadi, Avishek Nag, Zaheer Khan, Kamran Sayrafian, Susanto Rahadrja
2021 arXiv   pre-print
DT's application in telecommunications is still in its infancy. In this article we highlight some of the most promising research and development directions for this technology.  ...  Digital Twin (DT) is a promising technology for the new immersive digital life with a variety of applications in areas such as Industry 4.0, aviation, and healthcare.  ...  Similar to its application in other industries, using DT of a telecommunication network or any of its components can significantly improve network design and maintenance.  ... 
arXiv:2108.05781v1 fatcat:f6wmgm3oxzay5bhv4fk2rne77y

Prospect of 5G Intelligent Networks

Yuhong Huang, Xiaodong Xu, Nan Li, Haiyu Ding, Xiaoxuan Tang
2020 IEEE wireless communications  
AI techniques are penetrating every component of 5G networks and will become one of the core capabilities of 5G networks. The research and application of 5G intelligent networks have already begun.  ...  Autonomous Network: Based on the cognized multi-dimensional feature information, AI technology is introduced in the entire process of network planning, network optimization, network operation and maintenance  ... 
doi:10.1109/mwc.2020.9170260 fatcat:h5hwvuqpbnhsdggzyp5ice442y

Intent-based networks for 6G: insights and challenges

Yiming Wei, Mugen Peng, Yaqiong Liu
2020 Digital Communications and Networks  
IBNs are mainly used to transform users' business intent into network configuration, operation and maintenance strategies, which are prominent for designing the AI-enabled 6G networks.  ...  of traditional network in terms of efficiency, flexibility, and security.  ...  flexibility and intelligence in autonomous network operations.  ... 
doi:10.1016/j.dcan.2020.07.001 fatcat:pzanqtssozbgrivxuirhv2tlr4


Prafulla Kumar Padhi
2019 Zenodo  
comprehensive analysis of integrant technological developmental endeavors in the field of quantum computing, 5G (fifth generation) mobile communication, artificial intelligence, and blockchain are offered  ...  and perspective on QCIC design applications.  ...  The use of AI and machine learning will enable myriad new services opportunities and leverage the capabilities of our 5G architecture to support China Mobile's AI research to optimize future networks and  ... 
doi:10.5281/zenodo.2619266 fatcat:7v4mgxuxarfu7ccyx373ewrttu

True-data testbed for 5G/B5G intelligent network

Yongming Huang, Shengheng Liu, Cheng Zhang, Xiaohu You, Hequan Wu
2021 Intelligent and Converged Networks  
communications with full integration of big data and artificial intelligence (AI) will play an important role in improving network efficiency and providing high-quality service.  ...  Hence, we build the world's first true-data testbed for 5G/B5G intelligent network (TTIN), which comprises 5G/B5G on-site experimental networks, data acquisition & data warehouse, and AI engine & network  ...  In 2018, a research collaboration between China and European Union on 5G networks has been initiated.  ... 
doi:10.23919/icn.2021.0002 fatcat:kwpopvqzmbea3izzk4iadejmqa

Disruptive Technologies for Efficient and Sustainable Smart Cities

Dipak S. Gade
2021 Zenodo  
Smart Cities are changing very fast in every aspect, be it development, operations, and or maintenance points of view.  ...  Industry 4.0, Digital Transformation, and various latest technologies such as 5G, Data Analytics, IoT, AI, and Machine Learning, Digital Twins, etc. are transforming and shaping up Smart Cities in never  ...  how they are getting utilized in Smart City Services  Identify future technology trends in the development, Operation, and maintenance of Smart Cities METHODOLOGY : While preparing this research paper  ... 
doi:10.5281/zenodo.5221206 fatcat:c6hfile5ingqpdi27msm3zfrwa

AI for 5G: research directions and paradigms

Xiaohu You, Chuan Zhang, Xiaosi Tan, Shi Jin, Hequan Wu
2018 Science China Information Sciences  
Acknowledgements This work was supported by National Natural Science Foundation of China (Grant Nos. 61501116, 61521061).  ...  to network operation and maintenance.  ...  AI for SON: automatic root cause analysis Self-organizing networks (SONs) establish a new concept of network management that provide intelligence in the operation and maintenance of the network.  ... 
doi:10.1007/s11432-018-9596-5 fatcat:4hdjckyh6zdslf7ttoa3arfbu4

Artificial Intelligence Enabled Wireless Networking for 5G and Beyond: Recent Advances and Future Challenges [article]

Cheng-Xiang Wang, Marco Di Renzo, Slawomir Stańczak, Sen Wang and Erik G. Larsson
2020 arXiv   pre-print
This article studies how AI and ML can be leveraged for the design and operation of B5G networks.  ...  Then, ML algorithms and applications to B5G networks are reviewed, followed by an overview of standard developments of applying AI/ML algorithms to B5G networks.  ...  Allow 5G operators to monitor the status of a network slice or third-party application performance 5G core network data analytics Define and share reusable, proven practices, models, and technical requirements  ... 
arXiv:2001.08159v1 fatcat:r4dx7v72e5devg3f5e5kchvnpq

Edge Computing in IoT: A 6G Perspective [article]

Mariam Ishtiaq, Nasir Saeed, Muhammad Asif Khan
2022 arXiv   pre-print
Edge computing is one of the key driving forces to enable Beyond 5G (B5G) and 6G networks.  ...  There has been a significant amount of research on MEC and its potential applications; however, very little has been said about the key factors of MEC deployment to meet the diverse demands of future applications  ...  FUTURE RESEARCH DIRECTIONS Edge computing is an integral part of 5G IoT networks and envisioned 6G technologies that promise to provide more bandwidth with reduced latency to support novel cloud applications  ... 
arXiv:2111.08943v2 fatcat:3yxuy224inhohatwkdhjxonjwa

Energy Saving Technologies and Best Practices for 5G Radio Access Network

Rumeng Tan, Ying Shi, Yingying Fan, Wentao Zhu, Tong Wu
2022 IEEE Access  
Finally, two commercial application practices of AI-based energy-saving solution are elaborated.  ...  It explores how to use network energy saving technologies, such as carrier shutdown, channel shutdown, and symbol shutdown in 5G network, that have been inherited from 4G.  ...  AI-BASED ENERGY-SAVING SOLUTIONS A network intelligent solution based on AI [13] and big data [14] is proposed after review of the research and application progress of AI in the cellular network field  ... 
doi:10.1109/access.2022.3174089 fatcat:sutlil5i55avhomzxq73egcyay
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