<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-8-3593-2008</article-id>
<title-group>
<article-title>Sea surface wind speed estimation from space-based lidar  measurements</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hu</surname>
<given-names>Y.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Stamnes</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Vaughan</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pelon</surname>
<given-names>J.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Weimer</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wu</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Cisewski</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Sun</surname>
<given-names>W.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Yang</surname>
<given-names>P.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Lin</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Omar</surname>
<given-names>A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Flittner</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hostetler</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Trepte</surname>
<given-names>C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Winker</surname>
<given-names>D.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Gibson</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Santa-Maria</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Climate Science Branch, NASA Langley Research Center, Hampton,  VA, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Dept. of Physics and Enginerring, Stevens Institute of Tech.,  Hoboken, NJ ,USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Université Pierre et Marie Curie, Service d&apos;Aeronomie/IPSL, Paris,  France</addr-line>
</aff>
<aff id="aff4">
<label>4</label>
<addr-line>Ball Aerospace &amp; Technologies Corp., Boulder, CO, USA</addr-line>
</aff>
<aff id="aff5">
<label>5</label>
<addr-line>The Key Laboratory of Ocean Remote Sensing, Ocean University of  China, Qingdao, China</addr-line>
</aff>
<aff id="aff6">
<label>6</label>
<addr-line>Dept. of Atmospheric Sciences, Texas A.&amp; M. University,  College Station Commerce Street,TX, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>08</day>
<month>07</month>
<year>2008</year>
</pub-date>
<volume>8</volume>
<issue>13</issue>
<fpage>3593</fpage>
<lpage>3601</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
<self-uri xlink:href="http://www.atmos-chem-phys.net/8/3593/2008/acp-8-3593-2008.html">This article is available from http://www.atmos-chem-phys.net/8/3593/2008/acp-8-3593-2008.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/8/3593/2008/acp-8-3593-2008.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/8/3593/2008/acp-8-3593-2008.pdf</self-uri>
<abstract>
<p>Global satellite observations of lidar backscatter measurements acquired by
the Cloud-Aerosol Lidar and Infrared Pathfinder Satellite Observation
(CALIPSO) mission and collocated sea surface wind speed data from the
Advanced Microwave Scanning Radiometer for the Earth Observing System
(AMSR-E), are used to investigate the relation between wind driven wave
slope variance and sea surface wind speed. The new slope variance – wind
speed relation established from this study is similar to the linear relation
from Cox-Munk (1954) and the log-linear relation from Wu (1990) for
wind speed larger than 7 m/s and 13.3 m/s, respectively. For wind speed less
than 7 m/s, the slope variance is proportional to the square root of the
wind speed, assuming a two dimensional isotropic Gaussian wave slope
distribution. This slope variance – wind speed relation becomes linear if a
one dimensional Gaussian wave slope distribution and linear slope variance – wind speed
relation are assumed. Contributions
from whitecaps and subsurface backscattering are effectively removed by
using 532 nm lidar depolarization measurements. This new slope variance –
wind speed relation is used to derive sea surface wind speed from CALIPSO
single shot lidar measurements (70 m spot size), after correcting for
atmospheric attenuation. The CALIPSO wind speed result agrees with the
collocated AMSR-E wind speed, with 1.2 m/s rms error. Ocean surface with
lowest atmospheric loading and moderate wind speed (7–9 m/s) is used as target
for lidar calibration correction.</p>
</abstract>
<counts><page-count count="9"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Barrick, D. E.: Rough surface scattering based on the specular point theory, IEEE Trans. Antennas Propag., AP-16, 449–454, 1968. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Breon, F. M., and Henriot, N., Spaceborne observations of ocean glint reflectance and modeling of wave slope distributions, J. Geophys. Res., 111, C06005, doi:10.1029/2005JC003343, 2006. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Bufton, J., Hoge, F., and Swift, R.: Airborne measurements of laser backscatter from the ocean surface, Appl. Optics, 22, 2603–2618, 1983. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Chelton, D. B., Freilich, M. H., and Esbensen, S. K: Satellite observations of the wind jets off the Pacific coast of Central America, Part I: Case studies and statistical characteristics, Mon. Weather Rev., 128, 1993–2018, 2000. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Cox, C. and Munk, W.: Measurement of the Roughness of the Sea Surface from Photographs of the Sun&apos;s Glitter, J. Opt. Soc. Am., 14, 838–850, 1954. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Ebuchi, N., and Kizu, S.: Probability distribution of surface wave slope derived using sun glitter images from Geostationary Meteorological Satellite and surface vector winds from scatterometers, J. Oceanogr., 58, 477–486, 2002. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Ebuchi, N.: Evaluation of marine surface winds observed by SeaWinds and AMSR on ADEOS-II, J. Oceanography, 62, 293–301, 2006. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Flamant, C., Trouillet, V., Chazette, P., Pelon, J.: Wind speed dependence of atmospheric boundary-layer optical properties and ocean surface reflectance as observed by backscatter lidar, J. Geophys. Res.-Oceans, 103, 25137–25158, 1998. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Freilich, M. and Vanhoff, B., The Relationship between Winds, Surface Roughness, and Radar Backscatter at Low Incidence Angles from TRMM Precipitation Radar Measurements, J. Atmos. Ocean. Tech., 20, 549–562, 2003. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Ginneken, B., Stavridi, M., and Koenderink, J.: Diffuse and Specular Reflectance from Rough Surface, Appl. Optics, 37, 130–139 , 1998. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y., Winker, D., Yang, P., Baum, B., Poole L., and Vann, L.: Identification of cloud phase from PICASSO-CENA lidar depolarization: A multiple scattering sensitivity study, J. Quant. Spectros. Radiat. Trans., 70, 569–579, 2001. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y., Liu, Z., Winker, D., Vaughan, M., Noel, V., Bissonnette, L., Roy, G., and McGill, M.: A simple relation between lidar multiple scattering and depolarization for water clouds, Opt. Lett., 31, 1809–1811, 2006.  </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y., Vaughan, M., Liu, Z., Lin, B., Yang, P., Flittner, D., Hunt, B., Kuehn, R., Huang, J., Wu, D., Rodier, S., Powell, K., Trepte, C., and Winker, D.: The depolarization – attenuated backscatter relation: CALIPSO lidar measurements vs. theory. Opt. Express, 15, 5327–5332, 2007a. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y.,Powell, K., Vaughan, M., Trepte, C., Weimer, C., Beherenfeld, M., Young, S., Winker, D., Hostetler, C., Hunt, W., Kuehn, R., Flittner, D., Cisewski, M., Gibson, G., Lin, B., and MacDonald, D.: Elevation-In-Tail (EIT) technique for laser altimetry, Opt. Express, 15, 14 504–14 515, 2007b. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Hu, Y.: Depolarization Ratio – Effective Lidar Ratio Relation: Theoretical Basis for Space Lidar Cloud Phase Discrimination, Geophys. Res. Lett., 34, L11812, doi:10.1029/2007GL029584, 2007c. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Lancaster, R. S., Spinhirne, J. D., and Palm, S. P.: Laser pulse reflectance of the ocean surface from the GLAS satellite lidar, GEO. RES. LETT., 32, L22S10, doi:10.1029/2005GL023732, 2005. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Li, L., Fukushima, H., Suzuki, K., and Suzuki, N.: Optimization of Cox and Munk sun-glint model using ADEOS/II GLI data and SeaWinds data, SPIE – The International Society for Optical Engineering, 6680, P668006, doi:10.1117/12.732779, 2007.  </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, Y., Su, M., Yan, X., Liu, W. T.: the Mean Square Slope of Ocean Surface Waves and Its Effects on Radar Backscatter, J. Atmos. Ocean. Tech., 17, 1092–1105, 2000. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Massel, S.: Ocean Waves Breaking and Marine Aerosol Fluxes, Springer, 38, 328 p., doi:10.1007/978-0-387-69092-6, 2007. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> McGill, M. J., Vaughan, M. A., Trepte, C. R., Hart, W. D., Hlavka, D. L., Winker, D. M., and Kuehn, R.: Airborne Validation of Spatial Properties Measured by the CALIPSO Lidar, J. Geophys. Res., 112, D20201, doi:10.1029/2007JD008768, 2007. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Menzies, R., Tratt, D., and Hunt, W.: Lidar In-space Technology Experiment Measurements of Sea Surface Directional Reflectance and the Link to Surface Wind Speed, Appl. Optics, 37, 5550–5559, 1998. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Platt, C.: Lidar and radiometric observations of cirrus clouds, J. Atmos. Sci., 30, 1191–1203, 1973. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Shaw J. and Churnside, J.: Scanning-laser glint measurements of sea-surface slope statistics, Appl. Optics, 36, 4202–4213, 1997. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Tratt, D., et al.: Airborne Doppler Lidar Investigation of the Wind-Modulated Sea-Surface Angular Retroreflectance Signature, Appl. Optics, 33, 6941–6950, 2002. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Wentz, F. and Meissner, T.,: AMSR Ocean Algorithm Theoretical Basis Document, Version 2. Remote Sensing Systems, Santa Rosa, CA, 2000. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Wentz, F., Gentemann, C., and Ashcroft, P.: On-orbit calibration of AMSR-E and the retrieval of ocean products, 83rd AMS Annual Meeting, American Meteorological Society, Long Beach, CA, 2003. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Wu, J.: Mean square slopes of the wind-disturbed water surface, their magnitude, directionality, and composition, Radio Sci., 25, 37–48, 1990.  </mixed-citation>
</ref>
</ref-list>
</back>
</article>