Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations

Together with direct Global Navigation Satellite System (GNSS) signals, the signals reflected at the water surface can be received by an unmanned aerial vehicle (UAV). From the range difference between two GNSS signal paths, the height of the UAV above the water level can be geometrically estimated...

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Main Authors: Kaoru Ichikawa, Takuji Ebinuma, Masanori Konda, Kei Yufu
Format: Article
Language:English
Published: MDPI AG 2019-02-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/19/5/998
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author Kaoru Ichikawa
Takuji Ebinuma
Masanori Konda
Kei Yufu
author_facet Kaoru Ichikawa
Takuji Ebinuma
Masanori Konda
Kei Yufu
author_sort Kaoru Ichikawa
collection DOAJ
description Together with direct Global Navigation Satellite System (GNSS) signals, the signals reflected at the water surface can be received by an unmanned aerial vehicle (UAV). From the range difference between two GNSS signal paths, the height of the UAV above the water level can be geometrically estimated using the weighted least squares method, called GNSS reflectometry (GNSS-R) altimetry. Experimental low-cost GNSS-R altimetry flights with a UAV were conducted at the coast of Lake Biwa, Japan. Although the height estimated by the GNSS-R altimeter included large short-term noises up to 8 m amplitude, it agreed well with the UAV altitude measured by the post-processed kinematic positioning. By selecting better weight functions in the least square method and using sufficient temporal averaging, the GNSS-R altimetry achieved accuracy in the order of 0.01 m if a sufficient number of GNSS satellites with high elevation angles were available. The dependency of the results on the weight functions is also discussed.
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spelling doaj.art-5ec115ab623043feb4ec62e44ee75b1b2022-12-22T01:56:34ZengMDPI AGSensors1424-82202019-02-0119599810.3390/s19050998s19050998Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and LocationsKaoru Ichikawa0Takuji Ebinuma1Masanori Konda2Kei Yufu3Research Institute for Applied Mechanics, Kyushu University, Kasugai 816-8580, JapanCollege of Engineering, Chubu University, Kasugai 487-8501, JapanGraduate School of Science, Kyoto University, Kyoto 606-8502, JapanResearch Institute for Applied Mechanics, Kyushu University, Kasugai 816-8580, JapanTogether with direct Global Navigation Satellite System (GNSS) signals, the signals reflected at the water surface can be received by an unmanned aerial vehicle (UAV). From the range difference between two GNSS signal paths, the height of the UAV above the water level can be geometrically estimated using the weighted least squares method, called GNSS reflectometry (GNSS-R) altimetry. Experimental low-cost GNSS-R altimetry flights with a UAV were conducted at the coast of Lake Biwa, Japan. Although the height estimated by the GNSS-R altimeter included large short-term noises up to 8 m amplitude, it agreed well with the UAV altitude measured by the post-processed kinematic positioning. By selecting better weight functions in the least square method and using sufficient temporal averaging, the GNSS-R altimetry achieved accuracy in the order of 0.01 m if a sufficient number of GNSS satellites with high elevation angles were available. The dependency of the results on the weight functions is also discussed.https://www.mdpi.com/1424-8220/19/5/998GNSS reflectometryaltimetryunmanned aerial vehiclelake water level
spellingShingle Kaoru Ichikawa
Takuji Ebinuma
Masanori Konda
Kei Yufu
Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
Sensors
GNSS reflectometry
altimetry
unmanned aerial vehicle
lake water level
title Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
title_full Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
title_fullStr Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
title_full_unstemmed Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
title_short Low-Cost GNSS-R Altimetry on a UAV for Water-Level Measurements at Arbitrary Times and Locations
title_sort low cost gnss r altimetry on a uav for water level measurements at arbitrary times and locations
topic GNSS reflectometry
altimetry
unmanned aerial vehicle
lake water level
url https://www.mdpi.com/1424-8220/19/5/998
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AT takujiebinuma lowcostgnssraltimetryonauavforwaterlevelmeasurementsatarbitrarytimesandlocations
AT masanorikonda lowcostgnssraltimetryonauavforwaterlevelmeasurementsatarbitrarytimesandlocations
AT keiyufu lowcostgnssraltimetryonauavforwaterlevelmeasurementsatarbitrarytimesandlocations