Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications

The conventional condition monitoring systems for rotating electrical machines are predominantly based on externally available signals, while the internal signals, especially on the rotor, remain relatively unexplored. To access these internal signals, wireless sensors offer an effective solution in...

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Main Authors: Sampath Kumar, Padmanabhan, Xie, Lihua, Soong, Boon-Hee, Lee, Meng Yeong
Other Authors: School of Electrical and Electronic Engineering
Format: Article
Language:English
Published: 2020
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Online Access:https://hdl.handle.net/10356/139810
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1398102020-05-21T09:28:13Z Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications Sampath Kumar, Padmanabhan Xie, Lihua Soong, Boon-Hee Lee, Meng Yeong School of Electrical and Electronic Engineering Rolls-Royce@NTU Corporate Laboratory Engineering::Electrical and electronic engineering Condition Monitoring Electrical Machines The conventional condition monitoring systems for rotating electrical machines are predominantly based on externally available signals, while the internal signals, especially on the rotor, remain relatively unexplored. To access these internal signals, wireless sensors offer an effective solution in terms of cost and ease of deployment. However, the environment inside an electrical machine deviates from a typical wireless RF application and communication link reliability under such scenarios needs to be assessed. This paper explores the feasibility of utilizing the ubiquitous IEEE 802.15.4-2.4 GHz compliant radios for wireless sensor deployment inside an electrical machine. A series of measurements are made to experimentally investigate the link quality characteristics under the prominent environmental factors such as the multipath effect, Doppler shift, magnetic field interference, and shielding effect of the enclosure. Packet reception rate, received signal strength and link quality indicator are used as the metrics to quantify the link performance. It is observed that contrary to popular belief, the link quality between nodes inside the machine is not deteriorated and in fact is found to be enhanced. A poor link quality is observed for the connection between nodes placed inside and outside the machine. Moreover, the link quality is highly dependent on spatial position and prone to interference. However, a sufficiently stable link can be established at the expense of high transmit power. These experimental findings indicate that wireless RF-based sensor nodes can be deployed inside an electrical machine and it opens an opportunity to explore invasive condition monitoring systems. 2020-05-21T09:28:13Z 2020-05-21T09:28:13Z 2018 Journal Article Sampath Kumar, P., Xie, L., Soong, B.-H., & Lee, M. Y. (2018). Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications. IEEE Sensors Journal, 18(10), 4293-4302. doi:10.1109/jsen.2018.2821266 1530-437X https://hdl.handle.net/10356/139810 10.1109/JSEN.2018.2821266 2-s2.0-85044757121 10 18 4293 4302 en IEEE Sensors Journal © 2018 IEEE. All rights reserved.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Engineering::Electrical and electronic engineering
Condition Monitoring
Electrical Machines
spellingShingle Engineering::Electrical and electronic engineering
Condition Monitoring
Electrical Machines
Sampath Kumar, Padmanabhan
Xie, Lihua
Soong, Boon-Hee
Lee, Meng Yeong
Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
description The conventional condition monitoring systems for rotating electrical machines are predominantly based on externally available signals, while the internal signals, especially on the rotor, remain relatively unexplored. To access these internal signals, wireless sensors offer an effective solution in terms of cost and ease of deployment. However, the environment inside an electrical machine deviates from a typical wireless RF application and communication link reliability under such scenarios needs to be assessed. This paper explores the feasibility of utilizing the ubiquitous IEEE 802.15.4-2.4 GHz compliant radios for wireless sensor deployment inside an electrical machine. A series of measurements are made to experimentally investigate the link quality characteristics under the prominent environmental factors such as the multipath effect, Doppler shift, magnetic field interference, and shielding effect of the enclosure. Packet reception rate, received signal strength and link quality indicator are used as the metrics to quantify the link performance. It is observed that contrary to popular belief, the link quality between nodes inside the machine is not deteriorated and in fact is found to be enhanced. A poor link quality is observed for the connection between nodes placed inside and outside the machine. Moreover, the link quality is highly dependent on spatial position and prone to interference. However, a sufficiently stable link can be established at the expense of high transmit power. These experimental findings indicate that wireless RF-based sensor nodes can be deployed inside an electrical machine and it opens an opportunity to explore invasive condition monitoring systems.
author2 School of Electrical and Electronic Engineering
author_facet School of Electrical and Electronic Engineering
Sampath Kumar, Padmanabhan
Xie, Lihua
Soong, Boon-Hee
Lee, Meng Yeong
format Article
author Sampath Kumar, Padmanabhan
Xie, Lihua
Soong, Boon-Hee
Lee, Meng Yeong
author_sort Sampath Kumar, Padmanabhan
title Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
title_short Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
title_full Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
title_fullStr Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
title_full_unstemmed Feasibility for utilizing IEEE 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
title_sort feasibility for utilizing ieee 802.15.4 compliant radios inside rotating electrical machines for wireless condition monitoring applications
publishDate 2020
url https://hdl.handle.net/10356/139810
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