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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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 |
work_keys_str_mv |
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