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...

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Published in:Sensors
Main Authors: Patrick Pomerleau, Alain Royer, Alexandre Langlois, Patrick Cliche, Bruno Courtemanche, Jean-Benoît Madore, Ghislain Picard, Éric Lefebvre
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2020
Subjects:
Online Access:https://doi.org/10.3390/s20143909
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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
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