Machine Learning-Based Communication Failure Identification Scheme for Directional Industrial IoT Networks

Na, Woongsoo; Kim, Namkyu; Dao, Nhu‐Ngoc; Cho, Sungrae

doi:10.1109/jsyst.2022.3192066

Cited by 3 publications

(1 citation statement)

References 29 publications

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“…With advancements in wireless communication technology, sixth generation (6G) is bringing advanced technologies, such as mm-Wave [ 1 , 2 , 3 ], unmanned aerial vehicles (UAVs) [ 4 , 5 , 6 ], tera-hertz (THz) communications [ 7 , 8 , 9 ], intelligent reflecting surfaces (IRS) [ 10 , 11 , 12 ], non-orthogonal multiple access (NOMA) [ 13 , 14 , 15 ], etc., to overcome the limitations of prior wireless generations. Indoor positioning systems (IPSs) and location-based services have become a fundamental requirement for many Industrial Internet of Things (IIoT) applications [ 16 , 17 , 18 ]. For global positioning in the outdoor environment aspect, global navigation satellite systems (GNSSs), such as GPS, GLONASS, and the BeiDou navigation satellite system, are widely used and can achieve positioning accuracy within a

m radius in clear, open spaces [ 19 , 20 ].…”

Section: Introductionmentioning

confidence: 99%

Indoor Positioning System (IPS) Using Ultra-Wide Bandwidth (UWB)—For Industrial Internet of Things (IIoT)

Che

Ahmed

Lazaridis

et al. 2023

Sensors

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The integration of the physical and digital world has become increasingly important, and location-based services have become the most sought-after application in the field of the Internet of Things (IoT). This paper delves into the current research on ultra-wideband (UWB) indoor positioning systems (IPS). It begins by examining the most common wireless communication-based technologies for IPSs followed by a detailed explanation of UWB. Then, it presents an overview of the unique characteristics of UWB technology and the challenges still faced by the IPS implementation. Finally, the paper evaluates the advantages and limitations of using machine learning algorithms for UWB IPS.

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m radius in clear, open spaces [ 19 , 20 ].…”

Section: Introductionmentioning

confidence: 99%

Indoor Positioning System (IPS) Using Ultra-Wide Bandwidth (UWB)—For Industrial Internet of Things (IIoT)

Che

Ahmed

Lazaridis

et al. 2023

Sensors

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Optimal design of communication scheme for auxiliary control terminal of test instrument without network coverage

Wan,

Wu,

Tang

et al. 2024

J. Phys.: Conf. Ser.

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To meet the diverse application needs of users, an optimization method for the communication scheme of auxiliary control terminals for testing instruments without network coverage has been designed. Signal transmission characteristics are extracted and the correlation matching degree of monitoring data is analyzed; a reliability distribution objective function is constructed and feature constraint points of monitoring data are extracted from the auxiliary control terminal of the testing instrument; dimensionality is reduced and a localization optimization fitness function under the condition of no network coverage is constructed; an error model based on delay accuracy is established and combined with positioning optimization results to obtain accurate interference position information, and the optimization effect of the communication scheme for the auxiliary control terminal of the testing instrument is improved. The experimental results show that this method has a small optimization error for channel interference location, high compatibility for communication scheme optimization data compression, and a good optimization effect.

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From 5G to 6G Networks: A Survey on AI-Based Jamming and Interference Detection and Mitigation

Lohan,

Kantarci,

Amine Ferrag

et al. 2024

IEEE Open J. Commun. Soc.

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Machine Learning-Based Communication Failure Identification Scheme for Directional Industrial IoT Networks

Cited by 3 publications

References 29 publications

Indoor Positioning System (IPS) Using Ultra-Wide Bandwidth (UWB)—For Industrial Internet of Things (IIoT)

Indoor Positioning System (IPS) Using Ultra-Wide Bandwidth (UWB)—For Industrial Internet of Things (IIoT)

Optimal design of communication scheme for auxiliary control terminal of test instrument without network coverage

From 5G to 6G Networks: A Survey on AI-Based Jamming and Interference Detection and Mitigation

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