Skip to main content

Inferences to Be Drawn from a Consideration of Power-Law Descriptions of Multiple Data Sets Each Comprised of Whitecap Coverage, WB, and 10-m Elevation Wind Speed Measurements (U10)

  • Chapter
  • First Online:
Recent Advances in the Study of Oceanic Whitecaps

Abstract

Using an aggregate of 17 whitecap data sets collected over the past 50 years, it has been possible to confirm that the exponent, n, in the traditional simple power-law expression used to express the dependence of whitecap coverage, WB, on 10 m-elevation wind speed, U10, increases significantly as the sea surface temperature (SST) increases. Via several statistical approaches, it has been demonstrated that the stability of the lower marine atmosphere, represented by SST- TA, has a significant influence on the WB(U10) power-law. Previous analyses using only the 12 whitecap data sets that included the geographical co-ordinates where each observation was made, did not confirm a statistically significant dependence of n on latitude. While this study benefited from the size of the whitecap data set available, future studies can achieve even more significant conclusions with more extensive whitecap data sets, that, in addition to WB and U10 values, include the geographical coordinates, and TA and SST values, associated with each whitecap observation.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

eBook
USD 16.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  • Asher, W. E., Edson, J., McGillis, W., Wanninkhof, R., Ho, D. T., Litchendorf, T., Donelan, M., Drennan, W., Saltzman, E., & Wanninkhof, R. (Eds.). (2002). Fractional area whitecap coverage and air-sea gas transfer velocities measured during gas Ex-98 gas transfer at water surfaces (Geophysical monograph) (Vol. 127, pp. 199–205). Washington, DC: AGU.

    Google Scholar 

  • Bates, D., Maechler, M., Bloker, B., & Walker, S. (2015). Fitting linear mixed-effects models using lme4. Journal of Statistical Software, 67(1), 1–48.

    Article  Google Scholar 

  • Blanchard, D. C. (1963). The electrification of the atmosphere by particles from bubbles in the sea. Progress in Oceanography, 1, 71–202.

    Article  Google Scholar 

  • Borenstein, M., Larry, V. H., Julian, H., & Hannah, R. W. (2009). Introduction to meta-analysis. London: John Wiley and Sons, Ltd.

    Book  Google Scholar 

  • Bortkovskii, R. S. (1987a). Air-sea exchange of heat and moisture during storms, revised English edition. Dordrecht: Springer, 194 pp.

    Google Scholar 

  • Bortkovskii, R. S. (1987b). Time-space characteristics of whitecaps and foam patches formed by wave breaking. Meteorologiya i Gidrologiya, 5, 68–75. (in Russian).

    Google Scholar 

  • Bortkovskii, R. S., & Novak, V. A. (1993). Statistical dependencies of sea state characteristics on water temperature and wind age. Journal of Marine Systems, 4, 161–169.

    Article  Google Scholar 

  • Brumer, S. E., Zappa, C. J., Brooks, I. M., Tamura, H., Brown, S. M., Blomquist, B. W., Fairall, C. W., & Cifuentes-Lorenzen, A. (2017). Whitecap coverage dependence on wind and wave statistics as observed during SO GasEx and HiWinGS. Journal of Physical Oceanography, 47, 2211–2235. https://doi.org/10.1175/JPO-D-17-0005.1.

    Article  Google Scholar 

  • Cardone, V. J. (1969). Specification of the wind distribution in the marine boundary layer for wave forecasting, Technical Report GSL-69-1. New York University, 131 pp., available from the Defense Documentation Center.

    Google Scholar 

  • Doyle, D. M. (1984). Marine aerosol research in the Gulf of Alaska and on the Irish West Coast (Inishmore). M.Sc. Thesis, Department of Oceanography, University College, Galway, 140 pp.

    Google Scholar 

  • Monahan, E. C. (1969). Fresh water whitecaps. Journal of the Atmospheric Sciences, 25, 1026–1029.

    Article  Google Scholar 

  • Monahan, E. C. (1971). Oceanic whitecaps. Journal of Physical Oceanography, 1, 139–144.

    Article  Google Scholar 

  • Monahan, E. C. (1989). From the laboratory tank to the Global ocean. In E. C. Monahan & M. A. Van Patten (Eds.), Climate and health implications of bubble-mediated sea-air exchange (pp. 43–63). Groton: Connecticut Sea Grant College Program.

    Google Scholar 

  • Monahan, E. C. (this volume). Twixt wind and waves, a first-person account of the early years of the study of oceanic whitecaps. In P. Vlahos & E. C. Monahan (Eds.), Recent advances in the study of oceanic whitecaps. Switzerland: Springer.

    Google Scholar 

  • Monahan, E. C., & Lu, M. (1990). Acoustically relevant bubble assemblages and their dependence on meteorological parameters. IEEE Journal of Oceanic Engineering, 15, 340–349.

    Article  Google Scholar 

  • Monahan, E. C., & O’Muircheartaigh, I. G. (1980). Optimal power-law description of oceanic whitecap dependence on wind speed. Journal of Physical Oceanography, 10, 2094–2099.

    Article  Google Scholar 

  • Monahan, E. C., & O’Muircheartaigh, I. G. (1981). Improved statement of the relationship between surface wind speed and oceanic whitecap coverage as required for the interpretation of satellite data. In J. F. R. Gower (Ed.), Oceanography from space (pp. 751–755). New York: Plenum Publication.

    Chapter  Google Scholar 

  • Monahan, E. C., & O’Muircheartaigh, I. G. (1982). Reply. Journal of Physical Oceanography, 12, 751–752.

    Article  Google Scholar 

  • Monahan, E. C., & O’Muircheartaigh, I. G. (1986). Whitecaps and the passive remote sensing of the ocean surface. International Journal of Remote Sensing, 7, 627–642.

    Article  Google Scholar 

  • Monahan, E. C., & Woolf, D. K. (1986). Oceanic whitecaps, their contribution to air-sea exchange, and their influence on the MABL, whitecap report no. 1, to ONR from MSI, University of Connecticut, 135pp.

    Google Scholar 

  • Monahan, E. C., O’Muircheartaigh, I. G., & FitzGerald, M. P. (1981a). Oceanic whitecap coverage as a function of wind speed and air-water temperature difference; A physical basis for wind retrieval algorithm development, program and abstracts. In IAMAP third scientific assembly, Hamburg, 17–28 August 1981, I.R.C. Volume, p. 41.

    Google Scholar 

  • Monahan, E. C., O’Muircheartaigh, I. G., & FitzGerald, M. P. (1981b). Determination of surface wind speed from remotely measured whitecap coverage, a feasibility assessment. Proceedings of an EARSeL-ESA Symposium, Applications of Remote Sensing Data on the Continental Shelf, Voss, Norway, European Space Agency, SP-167, 103–109.

    Google Scholar 

  • Monahan, E. C., Spillane, M. C., Bowyer, P. A., Higgins, M. R., & Stabeno, P. J. (1984). Whitecaps and the marine atmosphere, report no. 7, to the Office of Naval Research from University College, Galway, 103pp.

    Google Scholar 

  • Monahan, E. C., Bortkovskii, R. S., & O’Muircheartaigh, I. G. (1990). The influence of wind speed and surface water temperature on oceanic whitecapping, with particular reference to the onset of wave breaking. EOS, Transactions, American Geophysical Union, 71, 73.

    Google Scholar 

  • Monahan, E. C., Hooker G. J., & Zappa, C. J. (2015). The latitudinal variation in the wind-speed parameterization of ocean whitecap coverage: Implications for global modelling of air-sea gas flux and sea surface aerosol generation. In Paper 14.5, 19th conference on air-sea interaction, American Meteorological Society, Phoenix, AZ, e-posted to AMS Confex Website, 7pp.

    Google Scholar 

  • Novak, V. A. (1991). Dependence of sea surface fractions covered by whitecaps and foam patches on determining parameters. Deponir. IC VNIIGMI-MCD, 05.06.91, No. 1080-GM91:159-187 (in Russian).

    Google Scholar 

  • O’Muirchearthaigh, I. G., & Monahan, E. C. (1983). Use of the box-cox transformation in determining the functional form of the dependence of oceanic whitecap coverage on several environmental factors. In preprint volume: Eighth conference on probability and statistics in atmospheric sciences, November 16–18, 1983, Hot Springs, Arkansas, publication by American Meteorological Society, pp. 55–58.

    Google Scholar 

  • O’Muirchearthaigh, I. G., & Monahan, E. C. (1986). Statistical aspects of the relationship between oceanic whitecap coverage, wind speed and other environmental factors, pp. 125–128, in Monahan and MacNiocaill (1986).

    Google Scholar 

  • O’Muircheartaigh, I. G., & Monahan, E. C. (1992). Modeling the dependence of whitecap on wind speed: Hierarchicals models, and shrunken parameter estimation. In Preprints, fifth international meeting on statistical climatology, 22–26 June, 1992, Toronto, Canada, pp. 553–556.

    Google Scholar 

  • Salisbury, D. J., Anguelova, M. D., & Brooks, I. M. (2014). Global distribution and seasonal dependence of satellite-based whitecap fraction. Geophysical Research Letters, 41, 1616–1623. https://doi.org/10.1002/2014GL059246.

    Article  Google Scholar 

  • Schwendeman, M., & Thomson, J. (2015a). A horizontal-tracking method for shipboard video stabilization and rectification. Journal of Atmospheric and Oceanic Technology, 32, 164–176. https://doi.org/10.1175/JTECH-D-14-00047.1.

    Article  Google Scholar 

  • Schwendeman, M., & Thomson, J. (2015b). Observations of whitecap coverage and the relation to wind stress, wave slope, and turbulent dissipation. Journal of Geophysical Research, Oceans, 120, 8346–8363. https://doi.org/10.1002/2015JC011196.

    Article  Google Scholar 

  • Schwendeman, M., Thomson, J., & Gemmrich, J. R. (2014). Wave breaking dissipation in a young wind sea. Journal of Physical Oceanography, 44, 104–127. https://doi.org/10.1175/JPO-D-12-0237.1.

    Article  Google Scholar 

  • Spillane, M. C., & Doyle, D. M. (1983). Final results for STREX and JASIN photo-analysis with preliminary search for whitecap algorithm, pp. 8–27, in Monahan, Spillane, Bowyer, Doyle, and Stabeno (1983).

    Google Scholar 

  • Toba, Y., & Chaen, M. (1973). Quantitative expression of the breaking of wind waves on the sea surface. Records of Oceanographic Works in Japan, 12, 1–11.

    Google Scholar 

  • Verbeke, G., & Molenberghs, G. (2000). Linear mixed models for longitudinal data. New York: Springer.

    Google Scholar 

  • Wang, W., Xu, D., & Lou, S. (1990). Directly synchronization measurement and results analysis of ocean whitecap and friction velocity. Acta Oceanologica Sinica, 12, 638–647. (in Chinese).

    Google Scholar 

  • Wu, J. (1979). Oceanic whitecaps and sea state. Journal of Physical Oceanography, 9, 1064–1068.

    Article  Google Scholar 

  • Wu, J. (1982). Comments on “Optimal power-law description of oceanic whitecap dependence on wind speed”. Journal of Physical Oceanography, 12, 750–751.

    Article  Google Scholar 

Download references

Acknowledgments

GH is partially supported by National Science Foundation grants DMS-1712554 and DEB-1353039. SEB is supported by a postdoctoral grant by Centre National d’Etudes Spatiales (CNES). CJZ was supported by the National Science Foundation (Grants OCE-0647667, OCE-1537890, and OCE-1756839) and the National Oceanic and Atmospheric Administration (Grant NA07OAR4310094). ECM’s recent research has been supported by the National Science Foundation via awards AGS-1356541 and NSF-1630846. ECM would like to acknowledge the generosity of the late Roman S. Bortkovskii in providing typed listings of the 8 Russian whitecap data sets listed in Table 4.1.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Giles Hooker .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Hooker, G., Brumer, S.E., Zappa, C.J., Monahan, E.C. (2020). Inferences to Be Drawn from a Consideration of Power-Law Descriptions of Multiple Data Sets Each Comprised of Whitecap Coverage, WB, and 10-m Elevation Wind Speed Measurements (U10). In: Vlahos, P., Monahan, E. (eds) Recent Advances in the Study of Oceanic Whitecaps. Springer, Cham. https://doi.org/10.1007/978-3-030-36371-0_4

Download citation

Publish with us

Policies and ethics