Observations of the surface current field in morphologically complex environments using drones
DOI:
https://doi.org/10.1590/2675-2824073.24002Keywords:
Hydrodynamics, Remote sensing, PythonAbstract
This study aims to analyze the use of drones to measure surface currents and make it accessible via package
of routines generated using free software. Validation was performed in a complex environment comparing the
results with currents measured by acoustic Doppler current profiler (ADCP) and dye tracers. Then, we assessed
the performance of the method at various altitudes and image resolutions. We found equivalent values obtained
by the drone with dye tracers and ADCP, confirming the efficiency of the technique. However, best agreement
with the dye tracer, as it provide velocity near the surface, which is more compatible with the data generated by
the drone. On the other hand, ADCPs generate measurements around 1 m below the surface due to acoustic
signal interference near the surface and the level of the transducers. The use of drones showed promise,
agreeing with direct observations, and low sensitivity for video recordings at lower resolutions, thus reducing
processing time. The implementation of the technique in Python enables its use on free software. Based on
the comparisons, we highlight the need for future studies to test the efficiency of the drone method at different
altitudes and camera inclination angles, which would enable larger data collection areas.
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References
Adrian, R. & Westerweel, J. 2011. Particle Image velocimetry.
Cambridge: Cambridge Univeristy Press. 558p.
Baumgarten, M. G. Z., Niencheski, L. F. H. & Veeck, L. 2001.
Nutrientes na coluna da água e na água intersticial
de sedimentos de uma enseada rasa estuarina com
aportes de origem antrópica (RS – Brasil). Atlântica, 23,
–116.
Bowden, K. F. 1983. Physical oceanography of coastal
waters. Southhampton: Ellis Horwood, 302p.
CARRASCO, R. 2019. CopterCurrents. Available from:
GitHub. https://github.com/RubenCarrascoAlvarez/
CopterCurrents. Access date: 2023 Sep. 28.
Chapman, R. D., Shay, L. K., Graber, H. C., Edson, J. B.,
Karachintsey A., Trump, C. L. & Ross, D. B. 1997. On the
accuracy of HF radar surface current measurements:
Intercomparisons with ship-based sensors. Journal of
Geophysical Research, 102, 18737–18748.
Chickadel, C. C., Holman, R. A. & Frellich, M. H.
An optical technique for the measurement
of longshore currents. Journal of Geophysical
Research (Oceans), 108(C11). https://doi.org/10.1029/
JC001774
Chickadel, C. C., Talke, S. A., Horner-Devine, A. R. &
Jessup, A. T. 2011. Infrared-based measurements
of velocity, turbulent kinetic energy, and dissipation
at the water surface in a tidal river. IEEE Geoscience
and Remote Sensing Letters, 8(5), 849–853.
DJI. 2023. Phantom 4 Pro V2.0 - Technical specifications.
Available from: https://www.dji.com/br/support/product/
phantom-4-pro-v2. Access date: 2023 Sep. 28.
Fairley, I., Williamson, B. J., Mcilvenny, J., King, N.,
Masters, I., Lewis, M. & Reeve, D. E. 2022. Dronebased large-scale particle image velocimetry applied to
tidal stream energy resource assessment. Renewable
Energy, 196, 839–855. DOI: https://doi.org/10.1016/j.
renene.2022.07.030
Fairley, I., King, N., Mcilvenny, J., Lewis, M., Neill, S.,
Williamson, B. J., Masters, I. & Reeve, D. E. 2024.
Intercomparison of surface velocimetry techniques for
drone-based marine current characterization. Estuarine,
Coastal and Shelf Science, 299, 108682. DOI: https://
doi.org/10.1016/10.1016/j.ecss.2024.108682
Fernandes, E. H. L., Dyer, K. R.,
Moller, O. O. & Niencheski, L. F. H. 2002. The Patos
lagoon hydrodinamics during na El Nino event
(1998). Continental Shelf Research, 22, 1699–1713.
Fong, D. A. & Monismith, S. G. 2004. Evaluation os
the Accuracy of a Ship Mounted, Bottom-Tracking
ADCP in a Near-Shore Coastal Flow. Journal of
Atmospheric and Oceanic Technology, 21, 1121–1128.
Halpern, B. S., Walbridge, S., Selkoe, K. A., Kappel, C.
V., Micheli, F., Casey, K. S., Fox, H. E. & Heinemann,
D. 2008. A global map of human impact on marine
ecosystems. Science, 319, 948–952.
Hartmann, C. & Schettini, C. A. F. 1991. Aspectos
hidrológicos na desembocadura da laguna dos Patos,
RS. Revista Brasileira de Geociências, 21, 371–377.
Holman, R. A. & Stanley, J. 2007. The history and technical
capabilities of Argus. Coastal Engineering, 54, 477–491.
Holman, r. A., Brodie, k. L. & Spore, n. J. 2017. Surf
zone characterization using a small quadcopter:
Observations of surface currents using drones
Ocean and Coastal Research 2025, v73:e25009 17
Macedo and Schettini
Technical issues and procedures. IEEE Transactions
on Geoscience and Remote Sensing, 55(4).
James, M. R. & Robson, S. 2014. Mitigating systematic
error in topographic models derived from UAV
and ground-based image networks. Earth
Surface Processes and Landforms, 39(10), 1413–1420.
Koutalakis, P. & Zaimes, G. N. 2022. River flow measurements
utilizing UAV-based surface velocimetry and bathymetry
coupled with sonar. Hydrology, 9(8), 148.
Lentz, S. J. 2022. Interannual and seasonal along-shelf
current variability and dynamics: seventeen years
of observations from the southern New England
inner shelf. Journal of Physical Oceanography,
DOI: https://doi.org/10.1175/JPO-D-22-0064.1
Macedo, F. S., Schettini, C. A. F. & Arigony, J. 2023.
Obtaining surface current field from drone imaging.
Ocean and Coastal Research, 71, e23015. DOI:
https://doi.org/10.1590/2675-2824071.22109fm
Marone, E., Schettini, C. A. F., Siegle, E., Niencheski, L.
F., Madureira, L. A. S. P., Weigert, S., Pinho, M. P. &
Coletto, J. L. 2020. Oceanografia operacional. In: Lana,
P. C., Castello J. (Org.). Fronteiras do conhecimento
em ciências do mar (pp. 54-92). Porto Alegre: Editora
da FURG.
Moller, O. O., Lorenzetti, J. L., Stech, J. L. & Mata, M. M.
The Patos Lagoon summertime circulation and
dynamics. Continental Shelf Research, 16, 35-351.
Monteiro, I. O., Pearson, M. L., Moller, O. O. & Fernandes,
E. H. L. 2005. Hidrodinâmica do Saco da Mangueira:
Mecanismos Que Controlam as Trocas Com o Estuário
da Lagoa dos Patos. Atlântica, 27(2), 87-101.
Mooers, C. N. K. 1976. Introduction to the physical
oceanography and fluid dynamics of continental
margins. In: STANLEY, D. J. & SWIFT, D. J. (Ed.)
Mar sed transp and environ manage (pp. 7-21).
New York: John Wiley and Sons.
Novi, L., Raffa, F. & Serafino, F. 2020. Comparison of
Measured Surface Currents from High Frequency
(HF) and X-Band Radar in a Marine Protected Coastal
Area of the Ligurian Sea: Toward na Integrated
Monitoring System. Remote Sens, 12(18), 3074. DOI:
https://doi.org/10.3390/rs12183074
Palmsten, M. L., Jozarek, J. L. & Calantoni, J. 2015. Video
observations of bed form morphodynamics in a meander
bend. Water Resources Research, 51(9), 7238-7257.
Plant, W. J., Branch, R., Chatham, G., Chickadel, C. C.,
Hayes, K., Hayworth, B., Horner-Devine, A., Jessup, A.,
Fong, D. A., Fringer, O. B., Giddings, S. N., Monismith,
S. & Wang, B. 2009. Remotely sensed river surface features
compared with modeling and in situ measurements.
Journal of Geophysical Research (Oceans), 114(C11).
DOI: https://doi.org/10.1029/2009JC005440
Rodríguez, E., Bourassa, M., Chelton, D., Farrar, J. T.,
Long, D., Perkovic-Martin, D. & Samelson, R. 2019.
The winds and currents mission concept. Frontiers in
Marine Science, 6, 438. DOI: https://doi.org/10.3389/
fmars.2019.00438
Santa-Rosa, P.r.a. & Schettini, C.a.f. 2024. Daily variability
of estuary-shelf exchange at the Lagoa dos Patos’s
mouth. Regional Studies in Marine Science, 77:103633,
DOI: https://doi.org/10.1016/j.rsma.2024.103633
Silva, S. C. C. & Calliari, L. J. 2022. Padrões
sedimentológicos e morfológicos de uma enseada
numa lagoa costeira micromaré: Lagoa dos
Patos, sul do Brasil. Pesquisas em Geociências,
1, e112719-e112719. DOI: https://doi.org/10.22456/
-9806.112719
Stöcker, C., Nex, F., Koeva, M. & Gerke, M. 2017. Quality
assessment of combined IMU/GNSS data for direct
georeferencing in the context of UAV-based mapping.
The International Archives of the Photogrammetry,
Remote Sensing and Spatial Information Sciences, 42,
-361.
Stresser, M., Carrasco, R. & Horstmann, J. 2017. VideoBased Estimation of Surface Currents Using a LowCost Quadcopter. Geosci and Remote Sens Lett,
(11), 2027-2031. DOI: https://doi.org/10.1109/
LGRS.2017.2749120
Turner, D., Lucieer, A. & Watson, C. 2012. An automated
technique for generating georectified mosaics from
ultra-high resolution unmanned aerial vehicle (UAV)
imagery, based on structure from motion (SfM) point
clouds. Remote Sensing, 4(5), 1392-1410.
Valle-Levinson, A. 2022. Introduction to estuarine
hydrodynamics. Cambridge: Cambridge University
Press, 214p.
Van Rijn, L. C. 1998. Principles of coastal morphology.
Amsterdam: Acqua Publications.
Zhang, Y. J. 2023. Camera calibration. 3-D Computer Vision:
Principles, Algorithms and Applications (pp. 37-65).
Singapore: Springer Nature Singapore.
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