Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring

Sensor placement plays an important role in terrain deformation monitoring systems and has an essential effect on data collection. The difficulty of sensor placement entails obtaining the most adequate and reliable information with the fewest number of sensors. Most sensor placement schemes are curr...

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Main Authors: Chunying Xu, Junwei Hu, Jiawang Chen, Yongqiang Ge, Ruixin Liang
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Journal of Marine Science and Engineering
Subjects:
Online Access:https://www.mdpi.com/2077-1312/9/9/954
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spelling doaj-774e6014eea947db9f71602cd82f3aac2021-09-26T00:30:18ZengMDPI AGJournal of Marine Science and Engineering2077-13122021-09-01995495410.3390/jmse9090954Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation MonitoringChunying Xu0Junwei Hu1Jiawang Chen2Yongqiang Ge3Ruixin Liang4College of Engineering, Shantou University, Shantou 515013, ChinaOcean Collage, Zhejiang University, Zhoushan 316021, ChinaOcean Collage, Zhejiang University, Zhoushan 316021, ChinaOcean Collage, Zhejiang University, Zhoushan 316021, ChinaCollege of Engineering, Shantou University, Shantou 515013, ChinaSensor placement plays an important role in terrain deformation monitoring systems and has an essential effect on data collection. The difficulty of sensor placement entails obtaining the most adequate and reliable information with the fewest number of sensors. Most sensor placement schemes are currently based on randomized non-uniform sampling and probability statistics, such as structural modality and optimization methods, which are difficult to directly apply due to the randomness and spatial heterogeneity of terrain deformation. In this study, the placement conditions of two-dimensional non-uniform sampling with equal arc length were deduced for underwater terrain deformation monitoring based on the MEMS accelerometer network. In order to completely reconstruct the underwater terrain, the arc length interval of the sensors should be less than <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mfrac><mn>1</mn><mrow><mn>2</mn><mi mathvariant="sans-serif">Ω</mi></mrow></mfrac></mrow></semantics></math></inline-formula> (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi mathvariant="sans-serif">Ω</mi></semantics></math></inline-formula> is the maximum frequency of the detected terrain). The maximum MRE and maximum RMSE were both less than seven percent in a terrain deformation monitoring experiment and a water tank test. The research results help technicians apply contact sensor arrays for underwater terrain monitoring.https://www.mdpi.com/2077-1312/9/9/954sensor placementunderwater terrain monitoringtwo-dimensional non-uniform samplingequal arc length samplingMEMS accelerometer sensor arrays
collection DOAJ
language English
format Article
sources DOAJ
author Chunying Xu
Junwei Hu
Jiawang Chen
Yongqiang Ge
Ruixin Liang
spellingShingle Chunying Xu
Junwei Hu
Jiawang Chen
Yongqiang Ge
Ruixin Liang
Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
Journal of Marine Science and Engineering
sensor placement
underwater terrain monitoring
two-dimensional non-uniform sampling
equal arc length sampling
MEMS accelerometer sensor arrays
author_facet Chunying Xu
Junwei Hu
Jiawang Chen
Yongqiang Ge
Ruixin Liang
author_sort Chunying Xu
title Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
title_short Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
title_full Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
title_fullStr Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
title_full_unstemmed Sensor Placement with Two-Dimensional Equal Arc Length Non-Uniform Sampling for Underwater Terrain Deformation Monitoring
title_sort sensor placement with two-dimensional equal arc length non-uniform sampling for underwater terrain deformation monitoring
publisher MDPI AG
series Journal of Marine Science and Engineering
issn 2077-1312
publishDate 2021-09-01
description Sensor placement plays an important role in terrain deformation monitoring systems and has an essential effect on data collection. The difficulty of sensor placement entails obtaining the most adequate and reliable information with the fewest number of sensors. Most sensor placement schemes are currently based on randomized non-uniform sampling and probability statistics, such as structural modality and optimization methods, which are difficult to directly apply due to the randomness and spatial heterogeneity of terrain deformation. In this study, the placement conditions of two-dimensional non-uniform sampling with equal arc length were deduced for underwater terrain deformation monitoring based on the MEMS accelerometer network. In order to completely reconstruct the underwater terrain, the arc length interval of the sensors should be less than <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><mfrac><mn>1</mn><mrow><mn>2</mn><mi mathvariant="sans-serif">Ω</mi></mrow></mfrac></mrow></semantics></math></inline-formula> (<inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi mathvariant="sans-serif">Ω</mi></semantics></math></inline-formula> is the maximum frequency of the detected terrain). The maximum MRE and maximum RMSE were both less than seven percent in a terrain deformation monitoring experiment and a water tank test. The research results help technicians apply contact sensor arrays for underwater terrain monitoring.
topic sensor placement
underwater terrain monitoring
two-dimensional non-uniform sampling
equal arc length sampling
MEMS accelerometer sensor arrays
url https://www.mdpi.com/2077-1312/9/9/954
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AT junweihu sensorplacementwithtwodimensionalequalarclengthnonuniformsamplingforunderwaterterraindeformationmonitoring
AT jiawangchen sensorplacementwithtwodimensionalequalarclengthnonuniformsamplingforunderwaterterraindeformationmonitoring
AT yongqiangge sensorplacementwithtwodimensionalequalarclengthnonuniformsamplingforunderwaterterraindeformationmonitoring
AT ruixinliang sensorplacementwithtwodimensionalequalarclengthnonuniformsamplingforunderwaterterraindeformationmonitoring
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