Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements
Monitoring the evolution of snow on the ground and lake ice—two of the most important components of the changing northern environment—is essential. In this paper, we describe a lightweight, compact and autonomous 24 GHz frequency-modulated continuous-wave (FMCW) radar system for freshwater ice thick...
Published in: | Sensors |
---|---|
Main Authors: | , , , , , , , |
Format: | Text |
Language: | English |
Published: |
Multidisciplinary Digital Publishing Institute
2020
|
Subjects: | |
Online Access: | https://doi.org/10.3390/s20143909 |
id |
ftmdpi:oai:mdpi.com:/1424-8220/20/14/3909/ |
---|---|
record_format |
openpolar |
spelling |
ftmdpi:oai:mdpi.com:/1424-8220/20/14/3909/ 2023-08-20T04:01:02+02:00 Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements Patrick Pomerleau Alain Royer Alexandre Langlois Patrick Cliche Bruno Courtemanche Jean-Benoît Madore Ghislain Picard Éric Lefebvre 2020-07-14 application/pdf https://doi.org/10.3390/s20143909 EN eng Multidisciplinary Digital Publishing Institute Remote Sensors https://dx.doi.org/10.3390/s20143909 https://creativecommons.org/licenses/by/4.0/ Sensors; Volume 20; Issue 14; Pages: 3909 Frequency-Modulated Continuous-Wave (FMCW) radar lake ice thickness snow water equivalent snow density snow wetness snow monitoring snow boreal forest subarctic snow taiga Arctic snow tundra Antarctica Text 2020 ftmdpi https://doi.org/10.3390/s20143909 2023-07-31T23:46:15Z Monitoring the evolution of snow on the ground and lake ice—two of the most important components of the changing northern environment—is essential. In this paper, we describe a lightweight, compact and autonomous 24 GHz frequency-modulated continuous-wave (FMCW) radar system for freshwater ice thickness and snow mass (snow water equivalent, SWE) measurements. Although FMCW radars have a long-established history, the novelty of this research lies in that we take advantage the availability of a new generation of low cost and low power requirement units that facilitates the monitoring of snow and ice at remote locations. Test performance (accuracy and limitations) is presented for five different applications, all using an automatic operating mode with improved signal processing: (1) In situ lake ice thickness measurements giving 2 cm accuracy up to ≈1 m ice thickness and a radar resolution of 4 cm; (2) remotely piloted aircraft-based lake ice thickness from low-altitude flight at 5 m; (3) in situ dry SWE measurements based on known snow depth, giving 13% accuracy (RMSE 20%) over boreal forest, subarctic taiga and Arctic tundra, with a measurement capability of up to 3 m in snowpack thickness; (4) continuous monitoring of surface snow density under particular Antarctic conditions; (5) continuous SWE monitoring through the winter with a synchronized and collocated snow depth sensor (ultrasonic or LiDAR sensor), giving 13.5% bias and 25 mm root mean square difference (RMSD) (10%) for dry snow. The need for detection processing for wet snow, which strongly absorbs radar signals, is discussed. An appendix provides 24 GHz simulated effective refractive index and penetration depth as a function of a wide range of density, temperature and wetness for ice and snow. Text Antarc* Antarctic Antarctica Arctic Subarctic taiga Tundra MDPI Open Access Publishing Antarctic Arctic Sensors 20 14 3909 |
institution |
Open Polar |
collection |
MDPI Open Access Publishing |
op_collection_id |
ftmdpi |
language |
English |
topic |
Frequency-Modulated Continuous-Wave (FMCW) radar lake ice thickness snow water equivalent snow density snow wetness snow monitoring snow boreal forest subarctic snow taiga Arctic snow tundra Antarctica |
spellingShingle |
Frequency-Modulated Continuous-Wave (FMCW) radar lake ice thickness snow water equivalent snow density snow wetness snow monitoring snow boreal forest subarctic snow taiga Arctic snow tundra Antarctica Patrick Pomerleau Alain Royer Alexandre Langlois Patrick Cliche Bruno Courtemanche Jean-Benoît Madore Ghislain Picard Éric Lefebvre Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
topic_facet |
Frequency-Modulated Continuous-Wave (FMCW) radar lake ice thickness snow water equivalent snow density snow wetness snow monitoring snow boreal forest subarctic snow taiga Arctic snow tundra Antarctica |
description |
Monitoring the evolution of snow on the ground and lake ice—two of the most important components of the changing northern environment—is essential. In this paper, we describe a lightweight, compact and autonomous 24 GHz frequency-modulated continuous-wave (FMCW) radar system for freshwater ice thickness and snow mass (snow water equivalent, SWE) measurements. Although FMCW radars have a long-established history, the novelty of this research lies in that we take advantage the availability of a new generation of low cost and low power requirement units that facilitates the monitoring of snow and ice at remote locations. Test performance (accuracy and limitations) is presented for five different applications, all using an automatic operating mode with improved signal processing: (1) In situ lake ice thickness measurements giving 2 cm accuracy up to ≈1 m ice thickness and a radar resolution of 4 cm; (2) remotely piloted aircraft-based lake ice thickness from low-altitude flight at 5 m; (3) in situ dry SWE measurements based on known snow depth, giving 13% accuracy (RMSE 20%) over boreal forest, subarctic taiga and Arctic tundra, with a measurement capability of up to 3 m in snowpack thickness; (4) continuous monitoring of surface snow density under particular Antarctic conditions; (5) continuous SWE monitoring through the winter with a synchronized and collocated snow depth sensor (ultrasonic or LiDAR sensor), giving 13.5% bias and 25 mm root mean square difference (RMSD) (10%) for dry snow. The need for detection processing for wet snow, which strongly absorbs radar signals, is discussed. An appendix provides 24 GHz simulated effective refractive index and penetration depth as a function of a wide range of density, temperature and wetness for ice and snow. |
format |
Text |
author |
Patrick Pomerleau Alain Royer Alexandre Langlois Patrick Cliche Bruno Courtemanche Jean-Benoît Madore Ghislain Picard Éric Lefebvre |
author_facet |
Patrick Pomerleau Alain Royer Alexandre Langlois Patrick Cliche Bruno Courtemanche Jean-Benoît Madore Ghislain Picard Éric Lefebvre |
author_sort |
Patrick Pomerleau |
title |
Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
title_short |
Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
title_full |
Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
title_fullStr |
Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
title_full_unstemmed |
Low Cost and Compact FMCW 24 GHz Radar Applications for Snowpack and Ice Thickness Measurements |
title_sort |
low cost and compact fmcw 24 ghz radar applications for snowpack and ice thickness measurements |
publisher |
Multidisciplinary Digital Publishing Institute |
publishDate |
2020 |
url |
https://doi.org/10.3390/s20143909 |
geographic |
Antarctic Arctic |
geographic_facet |
Antarctic Arctic |
genre |
Antarc* Antarctic Antarctica Arctic Subarctic taiga Tundra |
genre_facet |
Antarc* Antarctic Antarctica Arctic Subarctic taiga Tundra |
op_source |
Sensors; Volume 20; Issue 14; Pages: 3909 |
op_relation |
Remote Sensors https://dx.doi.org/10.3390/s20143909 |
op_rights |
https://creativecommons.org/licenses/by/4.0/ |
op_doi |
https://doi.org/10.3390/s20143909 |
container_title |
Sensors |
container_volume |
20 |
container_issue |
14 |
container_start_page |
3909 |
_version_ |
1774722172993929216 |