Assessing hydrological sampling approaches in the Cape Verde frontal zone in November 2017

Authors

DOI:

https://doi.org/10.3989/scimar.05509.090

Keywords:

water masses, gliders, SeaSoar, numerical models, wavelet analysis, mesoscale

Abstract


The Cape Verde Frontal Zone in the eastern North Atlantic Subtropical Gyre is a complex region where the warmer North Atlantic Central Water interacts with the colder South Atlantic Central Water, forming the Cape Verde Front (CVF) with a sharp thermohaline gradient. The CVF exhibits high variability due to lateral intrusions, upwelling system filaments, and mesoscale and submesoscale eddy fields. In November 2017, the FLUXES project surveyed the CVZ extensively using shipborne conductivity, temperature, and depth (CTD) measurements, a SeaSoar and two deep gliders equipped with biochemical and dynamical instruments. The primary objective of this paper is to intercompare the spatial scales recovered by the different sampling methods in the CVF, incorporating Copernicus numerical model outputs. Wavelet analysis is used for a quantitative assessment of scales resolved by different sampling methods. The results highlight shipborne CTD depth, down to 1500 m, SeaSoar speed, with a 14 h sampling time, and specific capabilities of both the gliders and the SeaSoar in capturing small scales of between 1 and 5 km. The gliders slightly outperformed the SeaSoar in spatial resolution, emphasizing their effectiveness in revealing smaller features in this dynamic zone.

Downloads

Download data is not yet available.

References

Allen J., Cornell J., Moore M., et al. 2002. Operational oceanography using the 'new' SeaSoar ocean undulator. Sea Technol. 43: 35-40.

Bachmayer R., Leonard N.E., Graver J., et al. 2004. Underwater gliders: recent developments and future applications. In: Proceedings of the 2004 International Symposium on Underwater Technology (IEEE Cat. No.04EX869). IEEE, Taipei, Taiwan, pp. 195-200. https://doi.org/10.1109/UT.2004.1405540

Bachmayer R., Young B.D., Williams C., et al. 2006. Development and deployment of ocean gliders on the Newfoundland Shelf. In: Proceedings of the Unmanned Vehicle Systems Canada Conference 2006. Montebello, Québec.

Baliunas S., Frick P., Sokoloff D., et al. 1997. Time scales and trends in the central England temperature data (1659-1990): A wavelet analysis. Geophys. Res. Lett. 24: 1351-1354. https://doi.org/10.1029/97GL01184

Barton E.D. 1987. Meanders, eddies and intrusions in the thermohaline front off North-west Africa. Oceanol. Acta. 10: 267-283.

Bashmachnikov I., Nascimento A., Neves F., et al. 2015. Distribution of intermediate water masses in the subtropical northeast Atlantic. Ocean Sci. 11: 803-827. https://doi.org/10.5194/os-11-803-2015

Burgoa N., Machín F., Rodríguez-Santana A., et al. 2021. Cape Verde Frontal Zone in summer 2017: lateral transports of mass, dissolved oxygen and inorganic nutrients. Ocean Sci. 17: 769-788. https://doi.org/10.5194/os-17-769-2021

Camayo R., Campos E.J.D. 2006. Application of wavelet transform in the study of coastal trapped waves off the west coast of South America. Geophys. Res. Lett. 33: L22601. https://doi.org/10.1029/2006GL026395

Campanero R., Burgoa N., Fernández-Castro B., et al. 2022. High-resolution variability of dissolved and suspended organic matter in the Cape Verde Frontal Zone. Front. Mar. Sci. 9: 1006432. https://doi.org/10.3389/fmars.2022.1006432

Collineau S., Brunet Y. 1993. Detection of turbulent coherent motions in a forest canopy part I: Wavelet analysis. Boundary-Layer Meteorol. 65: 357-379. https://doi.org/10.1007/BF00707033

Combes J.M., Grossmann A., Tchamitchian P. 1990. Wavelets: Time-Frequency Methods and Phase Space. Proceedings of the International Conference, Marseille, France, December 14-18, 1987. Springer Berlin Heidelberg, Berlin, Heidelberg., 331 pp. https://doi.org/10.1007/978-3-642-75988-8

Farge M. 1992. Wavelet transforms and their applications to turbulence. Annu. Rev. Fluid Mech. 24: 395-457. https://doi.org/10.1146/annurev.fluid.24.1.395

Gamage N., Blumen W. 1993. Comparative analysis of low-level cold fronts: Wavelet, Fourier, and empirical orthogonal function decompositions. Mon. Weather Rev. 121: 2867-2878. https://doi.org/10.1175/1520-0493(1993)121<2867:CAOLLC>2.0.CO;2

Gamage N., Hagelberg C. 1993. Detection and analysis of microfronts and associated coherent events using localized transforms. J. Atmos. Sci. 50: 750-756. https://doi.org/10.1175/1520-0469(1993)050<0750:DAAOMA>2.0.CO;2

Gao W., LiB .L. 1993. Wavelet Analysis of Coherent Structures at the Atmosphere-Forest Interface. J. Appl. Meteor. Climatol. 32: 1717-1725. https://doi.org/10.1175/1520-0450(1993)032<1717:WAOCSA>2.0.CO;2

Garel E., Laiz I., Drago T., et al. 2016. Characterisation of coastal counter-currents on the inner shelf of the Gulf of Cadiz. J. Mar. Syst. 155: 19-34. https://doi.org/10.1016/j.jmarsys.2015.11.001

Gollmer S.M., Harshvardhan, Cahalan R.F., et al. 1995. Windowed and Wavelet Analysis of Marine Stratocumulus Cloud Inhomogeneity. J. Atmos. Sci. 52: 3013-3030. https://doi.org/10.1175/1520-0469(1995)052<3013:WAWAOM>2.0.CO;2

Grinsted A., Moore J.C., Jevrejeva S. 2004. Application of the cross wavelet transform and wavelet coherence to geophysical time series. Nonlinear Processes Geophys. 11: 561-566. https://doi.org/10.5194/npg-11-561-2004

Grossmann A., Morlet J. 1984. Decomposition of Hardy Functions into Square Integrable Wavelets of Constant Shape. SIAM J. Math. Anal. 15: 723-736. https://doi.org/10.1137/0515056

Gu D., Philander S.G.H. 1995. Secular Changes of Annual and Interannual Variability in the Tropics during the Past Century. J. Clim. 8: 864-876. https://doi.org/10.1175/1520-0442(1995)008<0864:SCOAAI>2.0.CO;2

Hagen E. 1985. A meandering intermediate front North-West off Cape Verde Islands. Oceanogr. Trop. 20: 71-83.

Hales B., Takahashi T. 2002. The pumping SeaSoar: a high-resolution seawater sampling platform. J. Atmos. Oceanic. Technol. 19: 1096-1104. https://doi.org/10.1175/1520-0426(2002)019<1096:TPSAHR>2.0.CO;2

Hernández-García I., Ramos A., Rodríguez-Santana A. 2018. Validation of ocean forecasting model data with those obtained from the first transoceanic autonomous underwater vehicles (gliders) missions in the North-East Atlantic basin. Final degree project, Universidad de Las Palmas de Gran Canaria, 38 pp.

Hughes P., Barton E.D. 1974. Stratification and water mass structure in the upwelling area off northwest Africa in April/May 1969. Deep-Sea Res. Oceanogr. Abstr. 21: 611-620. https://doi.org/10.1016/0011-7471(74)90046-1

Jevrejeva S., Moore J.C., Grinsted A. 2003. Influence of the Arctic Oscillation and El Niño-Southern Oscillation (ENSO) on ice conditions in the Baltic Sea: The wavelet approach. J. Geohys. Res., D. 108: 4677. https://doi.org/10.1029/2003JD003417

Koshlyakov M.N., Grachev Y.M. 1973. Meso-scale currents at a hydrophysical polygon in the tropical Atlantic. Deep-Sea Res. Oceanogr Abstr. 20: 507-526. https://doi.org/10.1016/0011-7471(73)90075-2

Kumar P., Foufoula-Georgiou E. 1993. A New Look at Rainfall Fluctuations and Scaling Properties of Spatial Rainfall Using Orthogonal Wavelets. J. Appl. Meteor. Climatol. 32: 209-222. https://doi.org/10.1175/1520-0450(1993)032<0209:ANLARF>2.0.CO;2

Lau K.M., Weng H. 1995. Climate Signal Detection Using Wavelet Transform: How to Make a Time Series Sing. Bull. Am. Meteorol. Soc. 76: 2391-2402. https://doi.org/10.1175/1520-0477(1995)076<2391:CSDUWT>2.0.CO;2

Liu P.C. 1994. Wavelet Spectrum Analysis and Ocean Wind Waves. In: Foufoula-Georgiou E., Kumar P. (eds), Wavelet Analysis and Its Applications. Academic Press, 4: 151-166. https://doi.org/10.1016/B978-0-08-052087-2.50012-8

Mak M. 1995. Orthogonal wavelet analysis: interannual variability in the surface temperature. Bull. Am. Meteorol. Soc. 76: 2391-2402. https://doi.org/10.1175/1520-0477(1995)076<2179:OWAIVI>2.0.CO;2

Martínez-Marrero A., Rodríguez-Santana A., Hernández-Guerra A., et al. 2008. Distribution of water masses and diapycnal mixing in the Cape Verde Frontal Zone. Geophys. Res. Lett. 35: L07609. https://doi.org/10.1029/2008GL033229

Meyers S.D., Kelly B.G., O'Brien J.J. 1993. An Introduction to Wavelet Analysis in Oceanography and Meteorology: With Application to the Dispersion of Yanai Waves. Mon. Weather Rev. 121: 2858-2866. https://doi.org/10.1175/1520-0493(1993)121<2858:AITWAI>2.0.CO;2

Mittelstaedt E. 1983. The upwelling area off Northwest Africa-A description of phenomena related to coastal upwelling. Prog. Oceanogr. 12: 307-331. https://doi.org/10.1016/0079-6611(83)90012-5

Morlet J. 1983. Sampling Theory and Wave Propagation. In: Chen C.H. (ed), Issues in Acoustic Signal-Image Processing and Recognition. NATO ASI Series, vol 1. Springer, Berlin, Heidelberg, pp. 233-261. https://doi.org/10.1007/978-3-642-82002-1_12

Morlet J., Arens G., Fourgeau E., et al. 1982. Wave propagation and sampling theory-Part I: Complex signal and scattering in multilayered media. Geophysics. 47: 203-221. https://doi.org/10.1190/1.1441328

Moron V., Vautard R., Ghil M. 1998. Trends, interdecadal and interannual oscillations in global sea-surface temperatures. Clim. Dyn. 14: 545-569. https://doi.org/10.1007/s003820050241

Navarro L., Martínez-Marrero A., Rodríguez-Santana A. 2018. Hydrographical and dynamical properties of the Cape Verde Frontal Zone during the FLUXES-II survey. Final degree project. Universidad de Las Palmas de Gran Canaria, 31 pp.

Pelegrí J.L., Peña-Izquierdo J., Machín F., et al. 2017. Deep-Sea Ecosystems Off Mauritania. In: Ramos A., Ramil F., Sanz J.L. (eds), Deep-Sea Ecosystems Off Mauritania. Springer Netherlands, pp. 119-153. https://doi.org/10.1007/978-94-024-1023-5_3

Pérez F.F., Mintrop L., Llinás O., et al. 2001. Mixing analysis of nutrients, oxygen and inorganic carbon in the Canary Islands region. J. Mar. Syst. 28: 183-201. https://doi.org/10.1016/S0924-7963(01)00003-3

Pérez-Rodríguez P., Pelegrí J.L., Marrero-Díaz A. 2001. Dynamical characteristics of the Cape Verde frontal zone. Sci. Mar. 65: 241-250. https://doi.org/10.3989/scimar.2001.65s1241

Pollard R. 1986. Frontal surveys with a towed profiling conductivity/temperature/depth measurement package (SeaSoar). Nature. 323: 433-435. https://doi.org/10.1038/323433a0

Ramos A.G., García-Garrido V.J., Mancho A.M., et al. 2018. Lagrangian coherent structure assisted path planning for transoceanic autonomous underwater vehicle missions. Sci. Rep. 8: 4575. https://doi.org/10.1038/s41598-018-23028-8 PMid:29545527 PMCid:PMC5854677

Rudnick D.L., Davis R.E., Eriksen C.C., et al. 2004. Underwater Gliders for Ocean Research. Mar. Technol. Soc. J. 38: 73-84. https://doi.org/10.4031/002533204787522703

von Schuckmann K., Le-Traon P.Y., Alvarez-Fanjul E., et al. 2016. The Copernicus Marine Environment Monitoring Service Ocean State Report. J. Oper. Oceanogr. 9: s235-s320.

Tomczak M. 1981. An analysis of mixing in the frontal zone of South and North Atlantic Central Water off North-West Africa. Prog. Oceanogr. 10: 173-192. https://doi.org/10.1016/0079-6611(81)90011-2

Tomcza kM., Hughes P. 1980. Three dimensional variability of water masses and currents in the Canary Current upwelling region. Meteor Forschungsergebnisse: Reihe A, Allgemeines, Physik und Chemie des Meeres. 21: 1-24.

Torrence C., Compo G.P. 1998. A Practical Guide to Wavelet Analysis. Bull. Am. Meteorol. Soc. 79: 61-78. https://doi.org/10.1175/1520-0477(1998)079<0061:APGTWA>2.0.CO;2

Troupin C., Beltran J., Heslop E., et al. 2015. A toolbox for glider data processing and management. Methods in Oceanography. 13-14: 13-23. https://doi.org/10.1016/j.mio.2016.01.001

Venkata-Ramana R., Krishna B., Kumar S.R., et al. 2013. Monthly Rainfall Prediction Using Wavelet Neural Network Analysis. Water Resour. Manage. 27: 3697-3711. https://doi.org/10.1007/s11269-013-0374-4

Wang B., Wang Y. 1996. Temporal Structure of the Southern Oscillation as Revealed by Waveform and Wavelet Analysis. J. Clim. 9: 1586-1598. https://doi.org/10.1175/1520-0442(1996)009<1586:TSOTSO>2.0.CO;2

Weng H., LauK. M. 1994. Wavelets, Period Doubling, and Time-Frequency Localization with Application to Organization of Convection over the Tropical Western Pacific. J. Atmos. Sci. 51: 2523-2541. https://doi.org/10.1175/1520-0469(1994)051<2523:WPDATL>2.0.CO;2

Yiou P., Sornette D., Ghil M. 2000. Data-adaptive wavelets and multi-scale singular-spectrum analysis. Physica D. 142: 254-290. https://doi.org/10.1016/S0167-2789(00)00045-2

Zenk W., Klein B., Schroder M. 1991. Cape Verde Frontal Zone. Deep Sea Res. Part. A. 38: S505-S530. https://doi.org/10.1016/S0198-0149(12)80022-7

Published

2024-12-30

How to Cite

1.
Hernández-García I, Coca J, Ramos A, Rodríguez-Santana Ángel, Machin F. Assessing hydrological sampling approaches in the Cape Verde frontal zone in November 2017. Sci. mar. [Internet]. 2024Dec.30 [cited 2026Jul.29];88(4):e090. Available from: https://scientiamarina.revistas.csic.es/index.php/scientiamarina/article/view/5509

Issue

Section

Research articles

Funding data

Ministerio de Educación y Ciencias
Grant numbers CTM2015- 420 69392-C3-3-R