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AI/ML Enabled Automation System for Software Defined Disaggregated Open Radio Access Networks:Transforming Telecommunication Business
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作者 Sunil Kumar 《Big Data Mining and Analytics》 EI CSCD 2024年第2期271-293,共23页
Open Air Interface(OAI)alliance recently introduced a new disaggregated Open Radio Access Networks(O-RAN)framework for next generation telecommunications and networks.This disaggregated architecture is open,automated,... Open Air Interface(OAI)alliance recently introduced a new disaggregated Open Radio Access Networks(O-RAN)framework for next generation telecommunications and networks.This disaggregated architecture is open,automated,software defined,virtual,and supports the latest advanced technologies like Artificial Intelligence(AI)Machine Learning(AI/ML).This novel intelligent architecture enables programmers to design and customize automated applications according to the business needs and to improve quality of service in fifth generation(5G)and Beyond 5G(B5G).Its disaggregated and multivendor nature gives the opportunity to new startups and small vendors to participate and provide cheap hardware software solutions to keep the market competitive.This paper presents the disaggregated and programmable O-RAN architecture focused on automation,AI/ML services,and applications with Flexible Radio access network Intelligent Controller(FRIC).We schematically demonstrate the reinforcement learning,external applications(xApps),and automation steps to implement this disaggregated O-RAN architecture.The idea of this research paper is to implement an AI/ML enabled automation system for software defined disaggregated O-RAN,which monitors,manages,and performs AI/ML-related services,including the model deployment,optimization,inference,and training. 展开更多
关键词 Artificial Intelligence(AI) Reinforcement Learning(RL) Open Radio access Networks(O-RAN) Flexible Radio access network intelligent controller(FRIC) external Applications(xApps) Machine Learning(ML) sixth generation(6G)
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物联网技术在智能门禁系统中的应用研究 被引量:4
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作者 谢地 《数字技术与应用》 2018年第7期66-67,共2页
伴随着科学技术的不断进步,物联网技术得到了广泛应用,从而构建起智能化的门禁系统,但在智能门禁系统的建设过程中,仍然存在诸多的问题。本文主要从智能门禁系统的建设思路入手,进而对其基本的工作原理、软件架构等进行研究,以供业内人... 伴随着科学技术的不断进步,物联网技术得到了广泛应用,从而构建起智能化的门禁系统,但在智能门禁系统的建设过程中,仍然存在诸多的问题。本文主要从智能门禁系统的建设思路入手,进而对其基本的工作原理、软件架构等进行研究,以供业内人士的借鉴与参考。 展开更多
关键词 物联网 智能化 门禁系统
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