A Theoretical Discussion and Survey of Network Automation for IoT: Challenges and Opportunity

被引:32
作者
Arzo, Sisay Tadesse [1 ]
Naiga, Claire [1 ]
Granelli, Fabrizio [1 ]
Bassoli, Riccardo [2 ,3 ]
Devetsikiotis, Michael [4 ]
Fitzek, Frank H. P. [2 ,3 ]
机构
[1] Univ Trento, Dept Informat Engn & Comp Sci, I-38122 Trento, Italy
[2] Tech Univ Dresden, Fac Elect & Comp Engn, Inst Commun Technol, Deutsch Telekom Chair Commun Networks, D-01062 Dresden, Germany
[3] Tech Univ Dresden, Ctr Tactile Internet Human Loop, Cluster Excellence, D-01062 Dresden, Germany
[4] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
关键词
Automation; Internet of Things; Computer architecture; Market research; Software; Monitoring; Cloud computing; Autonomic networking; machine learning; multiagent system (MAS); network function virtualization; network management system (NMS); network softwarization; software-defined networking (SDN); REFERENCE MODEL; AUTONOMIC NETWORKING; FUTURE INTERNET; MANAGEMENT; ARCHITECTURE; ALGORITHM; SYSTEMS; DESIGN; QOS;
D O I
10.1109/JIOT.2021.3075901
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The introduction of the Internet of Things (IoT) and massive machine-type communications has implied an increase in network size and complexity. In particular, there is already a huge number of IoT devices in the market in various sectors, such as smart agriculture, smart city, smart home, smart transportation, etc. The IoT interconnectivity technologies are also increasing. Therefore, these are increasingly overwhelming the efforts of network administrators as they try to design, reconfigure and manage such networks. Relying on humans to manage such complex and dynamic networks is becoming unsustainable. Network automation promises to reduce the cost of administration and maintenance of network infrastructure, by offering networks the capability to manage themselves. Network automation is the ability of the network to manage itself. Various standardization organizations are taking the initiative in introducing network automation, such as European Telecommunication Standardization Institute (ETSI). ETSI is leading the standardization activities for network automation. It has provided different versions of reference architecture called generic autonomic network architecture (GANA), which describes a four-level abstraction for network-management decision elements (DEs), protocol level, function level, node level, and network level. In this article, we review and survey the existing works before and after the introduction of software-defined networking (SDN) and network-function-virtualization (NFV). We relate the main trending paradigms being followed, such as SDN, NFV, machine learning (ML), microservices, multiagent system (MAS), containerization, and cloudification, as a pivotal enabler of full network automation. We also discuss the autonomic architectures proposed in the literature. Finally, we presented possible future research directions and challenges that need to be tackled to progress in achieving full network automation.
引用
收藏
页码:12021 / 12045
页数:25
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