A Real-Time and Offline Quality Control Methodology for SeaSonde High-Frequency Radar Currents

Simone Cosoli Istituto Nazionale di Oceanografia e Geofisica Sperimentale, Sgonico, Trieste, Italy

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Giorgio Bolzon Istituto Nazionale di Oceanografia e Geofisica Sperimentale, Sgonico, Trieste, Italy

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Andrea Mazzoldi Istituto di Scienze Marine, Consiglio Nazionale delle Ricerche, Sezione di Venezia, Venice, Italy

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Abstract

A near-real-time and offline quality control methodology for SeaSonde systems is proposed. It is applied on radial current maps and is based on the determination of the signal-to-noise ratio (SNR) values of the Doppler lines that contribute to the hourly radial current at each range-bearing (R, θ) pair, under the assumption that SNR is a proxy for radar data quality. The retrieval of the sequence of Doppler lines is performed through a minimization procedure that takes advantage of the statistical descriptors output in the short-term radial maps. The separation of the contributing Doppler velocities into valid observations and anomalous velocities is based on their spectral quality factor and on a range-dependent noise threshold derived from statistics (average and standard deviation) of the signal amplitudes in the tails of the Doppler spectra. The final product of the quality control procedure is a radial current map, in which Doppler velocities are weighted by their SNR values and their spectral quality factors, and averaged to produce an output that is fully compatible with the proprietary software. This procedure is fast, despite the fact that a large number of combinations might be required during the retrieval of the Doppler lines, and effective, because it removes both evident spikes as well as Doppler velocities that are not clearly identified as anomalous velocities. In principle, this approach can be used to fill gaps in the radar coverage without the need for interpolation in time or space, proved that the Doppler velocities satisfy predetermined SNR constraints.

Corresponding author address: Simone Cosoli, Istituto Nazionale di Oceanografia e Geofisica Sperimentale (OGS), Borgo Grotta Gigante 42/c, 34010 Sgonico, Trieste, Italy. E-mail: scosoli@ogs.trieste.it

Abstract

A near-real-time and offline quality control methodology for SeaSonde systems is proposed. It is applied on radial current maps and is based on the determination of the signal-to-noise ratio (SNR) values of the Doppler lines that contribute to the hourly radial current at each range-bearing (R, θ) pair, under the assumption that SNR is a proxy for radar data quality. The retrieval of the sequence of Doppler lines is performed through a minimization procedure that takes advantage of the statistical descriptors output in the short-term radial maps. The separation of the contributing Doppler velocities into valid observations and anomalous velocities is based on their spectral quality factor and on a range-dependent noise threshold derived from statistics (average and standard deviation) of the signal amplitudes in the tails of the Doppler spectra. The final product of the quality control procedure is a radial current map, in which Doppler velocities are weighted by their SNR values and their spectral quality factors, and averaged to produce an output that is fully compatible with the proprietary software. This procedure is fast, despite the fact that a large number of combinations might be required during the retrieval of the Doppler lines, and effective, because it removes both evident spikes as well as Doppler velocities that are not clearly identified as anomalous velocities. In principle, this approach can be used to fill gaps in the radar coverage without the need for interpolation in time or space, proved that the Doppler velocities satisfy predetermined SNR constraints.

Corresponding author address: Simone Cosoli, Istituto Nazionale di Oceanografia e Geofisica Sperimentale (OGS), Borgo Grotta Gigante 42/c, 34010 Sgonico, Trieste, Italy. E-mail: scosoli@ogs.trieste.it
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  • Barrick, D., 2002: Geometrical Dilution of Statistical Accuracy (GDOSA) in multi-static HF radar networks. SeaSonde Tech. Doc., 9 pp. [Available online at http://www.support.seasonde.com/Technician_Info/Docs/Informative/GDOSA_Definition.pdf.]

  • Barth, A., Alvera-Azcarate A. , Gurgel K.-W. , Staneva J. , Port A. , Beckers J.-M. , and Stanev E. V. , 2010: Ensemble perturbation smoother for optimizing tidal boundary conditions by assimilation of high-frequency radar surface currents—Application to the German Bight. Ocean Sci., 6, 161178.

    • Search Google Scholar
    • Export Citation
  • Breivik, Ø., and Sætra Ø. , 2001: Real time assimilation of radar currents into a coastal ocean model. J. Mar. Syst., 28, 161182.

  • Chapman, R. D., and Graber H. C. , 1997: Validation of HF radar measurements. Oceanography, 10, 7679.

  • Chapman, R. D., Shay L. K. , Graber H. C. , Edson J. B. , Karachintsev A. , Trump C. L. , and Ross D. B. , 1997: On the accuracy of HF radar surface current measurements: Intercomparisons with ship-based sensors. J. Geophys. Res., 102 (C8), 18 73718 748.

    • Search Google Scholar
    • Export Citation
  • CODAR, 2005: SeaSonde 10 CrossSpectra File Format, Oct 26, 2005. 3 pp. [Available online at http://codar.com/Manuals/SeaSonde/Docs/GuidesToFileFormats/File_CrossSpectra.pdf.]

  • Cosoli, S., Gacic M. , and Mazzoldi A. , 2005: Comparison between HF radar current data and moored ADCP current meter. Nuovo Cimento, 28C, 865879, doi:10.1393/ncc/i2005-10032-6.

    • Search Google Scholar
    • Export Citation
  • Cosoli, S., Mazzoldi A. , and Gačić M. , 2010: Validation of surface current measurements in the northern Adriatic Sea from high-frequency radars. J. Atmos. Oceanic Technol., 27, 908919.

    • Search Google Scholar
    • Export Citation
  • Cosoli, S., Gačić M. , and Mazzoldi A. , 2012: Surface current variability and wind influence in the Northeastern Adriatic Sea as observed from high-frequency (HF) radar measurements. Cont. Shelf Res., 33, 113, doi:10.1016/j.csr.2011.11.008.

    • Search Google Scholar
    • Export Citation
  • Crombie, D. D., 1955: Doppler spectrum of sea echo at 13.56 Mc/s. Nature, 175, 681682.

  • dePaolo, T., and Terrill E. , 2007: Skill assessment of resolving ocean surface current structure using compact-antenna-style HF radar and the MUSIC direction-finding algorithm. J. Atmos. Oceanic Technol., 24, 12771300.

    • Search Google Scholar
    • Export Citation
  • Emery, B. M., Washburn L. , and Harlan J. A. , 2004: Evaluating radial current measurements from CODAR high-frequency radars with moored current meters. J. Atmos. Oceanic Technol., 21, 12591271.

    • Search Google Scholar
    • Export Citation
  • Gačic, M., Kovačevic V. , Cosoli S. , Mazzoldi A. , Paduan J. D. , Mancero Mosquera I. , and Yari S. , 2009: Surface current patterns in front of the Venice Lagoon. Estuarine Coastal Shelf Sci., 82, 485494, doi:10.1016/j.ecss.2009.02.012.

    • Search Google Scholar
    • Export Citation
  • Goring, D. G., and Nikora V. I. , 2002: Despiking acoustic Doppler velocimeter data. J. Hydraul. Eng., 128, 117126.

  • Kovačević V., Gačić M. , Mancero Mosquera I. , Mazzoldi A. , and Marinetti S. , 2004: HF radar observations in the northern Adriatic: Surface current field in front of the Venetian lagoon. J. Mar. Syst., 51, 95122.

    • Search Google Scholar
    • Export Citation
  • Kovačević V., Gačić M. , Mazzoldi A. Dallaporta G. , and Gaspari A. , 2000: Sea-surface currents measured by coastal HF radar offshore Ancona. Boll. Geofis. Teor. Appl., 41 (3–4), 339355.

    • Search Google Scholar
    • Export Citation
  • Laws, K., Paduan J. D. , and Vesecky J. , 2010: Estimation and assessment of errors related to antenna pattern distortion in CODAR SeaSonde high-frequency radar ocean current measurements. J. Atmos. Oceanic Technol., 27, 10291043.

    • Search Google Scholar
    • Export Citation
  • Mihanović, H., Cosoli S. , Vilibic I. , Ivankovic D. , Dadic V. , and Gačic M. , 2011: Surface current patterns in the northern Adriatic extracted from high frequency radar data using self-organizing map analysis. J. Geophys. Res., 116, C08033, doi:10.1029/2011JC007104.

    • Search Google Scholar
    • Export Citation
  • NOAA, 2005: Second workshop report on the quality assurance of real-time ocean data, July 2005, Norfolk, VA. CCPO Tech. Rep. Series 05-01, 48 pp.

  • Oke P., Allen J. S. ., Miller R. N. , Egbert G. D. , and Kosro P. M. , 2002: Assimilation of surface velocity data into a primitive equation coastal ocean model. J. Geophys. Res., 107, 3122, doi:10.1029/2000JC000511.

    • Search Google Scholar
    • Export Citation
  • Paduan, J. D., and Graber H. C. , 1997: Introduction to high frequency radar: Reality and myth. Oceanography, 10, 3639.

  • Paduan, J. D., and Shulman I. , 2004: HF radar data assimilation in the Monterey Bay area. J. Geophys. Res., 109, C07S09, doi:10.1029/2003JC001949.

    • Search Google Scholar
    • Export Citation
  • Paduan, J. D., Kosro P. M. , and Glenn S. M. , 2004: A national coastal ocean surface current mapping system for the United States. Mar. Technol. Soc. J., 38, 102108.

    • Search Google Scholar
    • Export Citation
  • Paduan, J. D., Kim K. C. , Cook M. S. , and Chavez F. P. , 2006: Calibration and validation of direction-finding high-frequency radar ocean surface current observations. IEEE J. Oceanic Eng., 31, 862875, doi:10.1109/JOE.2006.886195.

    • Search Google Scholar
    • Export Citation
  • Parks, A. B., Shay L. K. , Johns W. E. , Martinez-Pedraja J. , and Gurgel K.-W. , 2009: HF radar observations of small-scale surface current variability in the Straits of Florida. J. Geophys. Res., 114, C082002, doi:10.1029/2008JC005025.

    • Search Google Scholar
    • Export Citation
  • Schmidt, R. O., 1986: Multiple emitter location and signal parameter estimation. IEEE Trans. Antennas Propag., 34, 276280.

  • Shulman, I., Wu C.-R. , Lewis J. K. , Paduan J. D. , Rosenfeld L. K. , Kindle J. C. , Ramp S. R. , and Collins C. A. , 2002: High resolution modeling and data assimilation in the Monterey Bay area. Cont. Shelf Res., 22, 11291151.

    • Search Google Scholar
    • Export Citation
  • Stewart, R. H., and Joy J. W. , 1974: HF radio measurement of surface currents. Deep-Sea Res., 21, 10391049.

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