Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics

Simultaneous monitoring of temperature and vibration of electromechanical systems, public buildings, and volcanic terrain is an important indicator of preventing accidents. This work showcases the simultaneous temperature and vibration measurement using a single-fiber Bragg grating (FBG) sensor. The...

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Main Authors: Cheng-Kai Yao, Pradeep Kumar, Bing-Xian Liu, Amare Mulatie Dehnaw, Peng-Chun Peng
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/14/23/11099
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author Cheng-Kai Yao
Pradeep Kumar
Bing-Xian Liu
Amare Mulatie Dehnaw
Peng-Chun Peng
author_facet Cheng-Kai Yao
Pradeep Kumar
Bing-Xian Liu
Amare Mulatie Dehnaw
Peng-Chun Peng
author_sort Cheng-Kai Yao
collection DOAJ
description Simultaneous monitoring of temperature and vibration of electromechanical systems, public buildings, and volcanic terrain is an important indicator of preventing accidents. This work showcases the simultaneous temperature and vibration measurement using a single-fiber Bragg grating (FBG) sensor. The concurrent interrogation of vibration and temperature by the FBG sensing system can be integrated with free space optics (FSO), which saves on the costs associated with fiber optic cables and overcomes terrain barriers. Furthermore, the real-time measured vibration frequencies and different temperature levels can be recognized by a deep neural network (DNN) sequential model. In addition to the FSO support, the sensing system can be arranged in multiple sensing locations to form a wide range of measurements, offering a highly cost-effective solution.
format Article
id doaj-art-47d02af271a041b4960bfb2a3dfac49f
institution OA Journals
issn 2076-3417
language English
publishDate 2024-11-01
publisher MDPI AG
record_format Article
series Applied Sciences
spelling doaj-art-47d02af271a041b4960bfb2a3dfac49f2025-08-20T02:38:35ZengMDPI AGApplied Sciences2076-34172024-11-0114231109910.3390/app142311099Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space OpticsCheng-Kai Yao0Pradeep Kumar1Bing-Xian Liu2Amare Mulatie Dehnaw3Peng-Chun Peng4Department of Electro-Optical Engineering, National Taipei University of Technology, Taipei 10608, TaiwanDepartment of Electro-Optical Engineering, National Taipei University of Technology, Taipei 10608, TaiwanDepartment of Electro-Optical Engineering, National Taipei University of Technology, Taipei 10608, TaiwanDepartment of Electro-Optical Engineering, National Taipei University of Technology, Taipei 10608, TaiwanDepartment of Electro-Optical Engineering, National Taipei University of Technology, Taipei 10608, TaiwanSimultaneous monitoring of temperature and vibration of electromechanical systems, public buildings, and volcanic terrain is an important indicator of preventing accidents. This work showcases the simultaneous temperature and vibration measurement using a single-fiber Bragg grating (FBG) sensor. The concurrent interrogation of vibration and temperature by the FBG sensing system can be integrated with free space optics (FSO), which saves on the costs associated with fiber optic cables and overcomes terrain barriers. Furthermore, the real-time measured vibration frequencies and different temperature levels can be recognized by a deep neural network (DNN) sequential model. In addition to the FSO support, the sensing system can be arranged in multiple sensing locations to form a wide range of measurements, offering a highly cost-effective solution.https://www.mdpi.com/2076-3417/14/23/11099fiber Bragg gratingvibration measurementtemperature measurementfree space opticsdeep neural network
spellingShingle Cheng-Kai Yao
Pradeep Kumar
Bing-Xian Liu
Amare Mulatie Dehnaw
Peng-Chun Peng
Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
Applied Sciences
fiber Bragg grating
vibration measurement
temperature measurement
free space optics
deep neural network
title Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
title_full Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
title_fullStr Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
title_full_unstemmed Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
title_short Simultaneous Vibration and Temperature Real-Time Monitoring Using Single Fiber Bragg Grating and Free Space Optics
title_sort simultaneous vibration and temperature real time monitoring using single fiber bragg grating and free space optics
topic fiber Bragg grating
vibration measurement
temperature measurement
free space optics
deep neural network
url https://www.mdpi.com/2076-3417/14/23/11099
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AT bingxianliu simultaneousvibrationandtemperaturerealtimemonitoringusingsinglefiberbragggratingandfreespaceoptics
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