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<front>
<journal-meta>
<journal-id journal-id-type="publisher">TCD</journal-id>
<journal-title-group>
<journal-title>The Cryosphere Discussions</journal-title>
<abbrev-journal-title abbrev-type="publisher">TCD</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">The Cryosphere Discuss.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1994-0440</issn>
<publisher><publisher-name></publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/tcd-6-715-2012</article-id>
<title-group>
<article-title>Longer spring snowmelt: spatial and temporal variations of snowmelt trends detected by passive microwave from 1988 to 2010 in the Yukon River Basin</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Semmens</surname>
<given-names>K. 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>Ramage</surname>
<given-names>J. 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>Lehigh University, Bethlehem, Pennsylvania, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>17</day>
<month>02</month>
<year>2012</year>
</pub-date>
<volume>6</volume>
<issue>1</issue>
<fpage>715</fpage>
<lpage>735</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2012 K. A. Semmens</copyright-statement>
<copyright-year>2012</copyright-year>
<license license-type="open-access">
<license-p>This work is licensed under the Creative Commons Attribution 3.0 Unported License. To view a copy of this licence, visit <ext-link ext-link-type="uri"  xlink:href="https://creativecommons.org/licenses/by/3.0/">https://creativecommons.org/licenses/by/3.0/</ext-link></license-p>
</license>
</permissions>
<self-uri xlink:href="https://tc.copernicus.org/preprints/6/715/2012/tcd-6-715-2012.html">This article is available from https://tc.copernicus.org/preprints/6/715/2012/tcd-6-715-2012.html</self-uri>
<self-uri xlink:href="https://tc.copernicus.org/preprints/6/715/2012/tcd-6-715-2012.pdf">The full text article is available as a PDF file from https://tc.copernicus.org/preprints/6/715/2012/tcd-6-715-2012.pdf</self-uri>
<abstract>
<p>Brightness temperature (&lt;i&gt;T&lt;/i&gt;&lt;sub&gt;b&lt;/sub&gt;) data from the Special Sensor Microwave
Imager (SSM/I) 37 V-GHz frequency provides a time series from 1988 to 2010
that enables the assessment of snowmelt timing trends (onset, end of
melt-refreeze, and duration) for the Yukon River Basin. &lt;i&gt;T&lt;/i&gt;&lt;sub&gt;b&lt;/sub&gt; and diurnal
amplitude variation (DAV) thresholds determine dates of melt onset and
melt-freeze end (end of high DAV), defined as the first date when thresholds
are met for more than three of five consecutive days. Temporal and spatial
trends in melt onset and end of melt-refreeze date are determined with
varying time period intervals and for each sub-basin and elevation class.
Earlier melt onset trends are found in the highest elevations and
northernmost sub-basins (Porcupine, Chandalar, and Koyukuk Rivers).
Significant later (&gt;0.75 d yr&lt;sup&gt;−1&lt;/sup&gt;) end of melt-refreeze and longer melt
duration trends are found in a majority of the sub-basins. Moving interval
trends suggest interannual variability within the time series and a power
spectrum analysis reveals peak frequencies and periods of 5–7 and ~11 years, possibly related to El Nino- Southern Oscillation and the solar
cycle, respectively. Latitude and elevation display the dominant controls on
timing variance and spring solar flux is highly correlated with melt timing
in middle elevations.</p>
</abstract>
<counts><page-count count="21"/></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">Abdalati, W., Steffen, K., Otto, C., and Jezek, K. C.: Comparison of brightness temperatures from SSMI instruments on the DMSP F8 and F11 satellites for Antarctica and the Greenland ice sheet, Int. J. Remote Sens., 16, 1223–1229, 1995.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Adam, J. C., Hamlet, A. F., and Lettenmaier, D. P.: Implications of global climate change for snowmelt hydrology in the twenty-first century, Hydrol. Proc., 23, 962–972, 2009.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Apgar, J. D., Ramage, J. M., McKenney, R. A., and Maltais, P.: Preliminary AMSR-E Algorithm for Snowmelt Onset Detection in Subarctic Heterogeneous Terrain, Hydrol. Proc., 21, 1587–1596, 2007.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Armstrong, R. L., Knowles, K. W., Brodzik, M. J., and Hardman, M. A.: DMSP SSM/I Pathfinder Daily EASE-Grid Brightness Temperatures [1988–2010], Boulder, Colorado USA: National Snow and Ice Data Center, 1994.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Barnett, T. P., Adam, J. C., and Lettenmaier, D. P.: Potential impacts of a warming climate on water availability in snow-dominated regions, Nature, 438, 303–309, 2005.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Brabets, T. P., Wang, B., and Meade, R. H.: Environmental and hydrologic overview of the Yukon River Basin, Alaska and Canada, USGS Water-Resources Investigations Report 99-4204, Anchorage, Alaska, 2000.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Burn, D. H. and Hag Elnur, M. A.: Detection of hydrologic trends and variability, J. Hydrol., 255, 107–122, 2002.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Burn, D. H., Sharif, M., and Zhang, K.: Detection of trends in hydrological extremes for Canadian watersheds, Hydrol. Proc., 24, 1781–1790, 2010.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Cavalieri, D. J., Parkinson, C. L., Gloersen, P., Comiso, J. C., and Zwally, J. H.: Deriving long-term time series of sea ice cover from satellite passive-microwave multisensory data sets, J. Geophys. Res., 104, 15803–15814, 1999.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Cayan, D. R., Kammerdiener, S. A., Dettinger, M. D., Caprio, J. M., and Peterson, D. H.: Changes in the onset of spring in the western United States, Bull. Am. Meterol. Soc., 82, 399–415, 2001.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Chang, A. T. C. and Gloersen, P.: Microwave emission from dry &amp; wet snow, Operational Applications of Satellite Snow Cover Observations: 399–407, NASA, SP 391, Washington, DC, 1975.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Chang, A. T. C., Gloersen, P., Schmugge, T., Wilheit, T. T., and Zwally, H. J.: Microwave emission from snow and glacier ice, J. Glaciol., 16, 23–39, 1976.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Dai, L. and Che, T.: Cross-platform calibration of SMMR, SSM/I and AMSR-E passive microwave brightness temperature, Sixth International Symposium on Digital Earth: Data Processing and Applications, Proc. of SPIE 7841, 784103, 2009.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Dong, J., Walker, J. P., and Houser, P. R.: Factors affecting remotely sensed snow water equivalent uncertainty, Remote Sens. Environ., 97, 68–82, 2005.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Drobot, S. and Anderson, M.: An improved method for determining melting onset dates over Arctic sea ice using scanning multichannel microwave radiometer and Special Sensor Microwave/Imager data, J. Geophys. Res., 106, 24033–24049, 2001.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Foster, J. L., Sun, C., Walker, J. P., Kelly, R., Chang, A., Dong, J., and Powell, H.: Quantifying the uncertainty in passive microwave snow water equivalent observations, Remote Sens. Environ., 94, 187–203, 2005.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Hall, D. K., Sturm, M., Benson, C. S., Chang, A. T. C., Foster, J. L., Garbeil, H., and Chacho, E.: Passive microwave remote and in situ measurements of arctic and subarctic snow covers in Alaska, Remote Sens. Environ., 38, 161–172, 1991.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Hay, L. E. and McCabe, G. J.: Hydrologic effects of climate change in the Yukon River Basin, Climatic Change, 100, 509–23, 2010.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., Iredell, M., Saha, S., White, G., Woollen, J., Zhu, Y., Leetmaa, A., Reynolds, R., Chelliah, M., Ebisuzaki, W., Higgins, W., Janowiak, J., Mo, K.C., Ropelewski, C., Wang, J., Jenne, R., and Joseph, D.: NCEP/NCAR 40-yr reanalysis project, Bull. Am. Meteor. Soc., 77, 437–470, 1996.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Kane, D. L.: The impact of Arctic hydrologic perturbations on Arctic ecosystems induced by climate change, Global Change and Arctic Terrestrial Ecosystems, Ecological Studies 124, Spring-Verlag: New York, 63–81, 1997.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Kay, J. E., Holland, M. M., and Jahn, A.: Inter-annual to multi-decadal Arctic sea ice extent trends in a warming world, Geophys. Res. Lett., 38, L15708, 2011.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Long, D. and Brabets, T. P.: Coverage YUK{_}DEM National Stream Quality Accounting Network (NASQAN) Yukon River Basin, Canada and Alaska Basin, Yukon River, 2002.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Mätzler, C., Hiltbrunner, D., and Standley, A.: Relief effects for passive microwave remote sensing, WP330, SNOW-TOOLS, Research Report No. 98-3, 1998.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">McBean, G., Alekseev, G., Chen, D., Førland, E., Fyfe, J., Groisman, P. Y., King, R., Melling, H., Vose, R., and Whitfield, P. H.: Arctic climate: past and present, Arctic Climate Impacts Assessment (ACIA), Cambridge University Press, Cambridge, 21–60, 2005.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Meier, W. N., Khalsa, S. J. S., and Savoie, M. H.: Intersensor calibration between F-13 SSM/I and F-17 SSMIs near-real-time sea ice estimates, IEEE T. Geosci. Remote Sens., 49, 3343–3349, https://doi.org/10.1109/TGRS.2011.2117433, 2011.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Mote, T. L., Anderson, M. R., Kuivinen, K. C., and Rowe, C. M.: Passive microwave-derived spatial &amp; temporal variations of summer melt on Greenland ice sheet, Ann. Glaciol., 17, 233–238, 1993.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">National Research Council of Canada: 10.7 cm Solar Flux Data, &lt;a href=&quot;ftp://ftp.ngdc.noaa.gov/STP/SOLAR{_&quot;&gt;ftp://ftp.ngdc.noaa.gov/STP/SOLAR{_&lt;/a&gt;DATA/SOLAR{_}RADIO/FLUX/Penticton{_}Observed/monthly/MONTHLY.OBS}, 2011.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Nijssen, B., O&apos;Donnell, G. M., Hamlet, A. F., and Lettenmaier, D. P.: Hydrologic sensitivity of global rivers to climate change, Climatic Change, 30, 143–175, 2001.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Önöz, B. and Bayazi, M.: The power of statistical tests for trend detection, Turkish J. Eng. Env. Sci., 27, 247–251, 2003.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Ramage, J.M. and Isacks, B.L.: Determination of melt-onset and refreeze timing on southeast Alaskan icefields using SSM/I diurnal amplitude variations, Annals of Glaciology, 34, 391-398, 2002.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Ramage, J. M., McKenney, R. A., Thorson, B., Maltais, P., and Kopczynski, S. E.: Relationship between passive microwave-derived snowmelt and surface-measured discharge, Wheaton River, Yukon, Hydrol. Proc., 20, 689–704, 2006.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Rice, R., Bales, R. C., Painter, T. H., and Dozier, J.: Snow water equivalent along elevation gradients in the Merced &amp; Tuolumne River basins, Sierra Nevada, Water Resour. Res., 47, W08515, 2011.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Rouse, W. R., Douglas, M. S. V., Hecky, R. E., Hershey, A. E., Kling, G. W., Lesack, L., Marsh, P., McDonald, M., Nicholson, B. J., Roulet, N. T., and Smol, J. P.: Effects of climate change on the freshwaters of Arctic and Subarctic North America, Hydrol. Proc., 11, 873–902, 1997.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Schwartz, M. D., Ahas, R., and Aasa, A.: Onset of spring starting earlier across the North Hemisphere, Global Change Biol., 12, 343–351, 2006.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Serreze, M. C., Walsh, J. E., Chapin III, F. S., Osterkamp, T., Dyurgerov, M., Romanovsky, V., Oechel, W. C., Morison, J., Zhang, T., and Barry, R. G.: Observational evidence of recent change in the northern high-latitude environment, Climatic Change, 46, 159–207, 2000.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Shakesby, R. A. and Doerr, S. H.: Wildfire as a hydrological and geomorphological agent, Earth-Sci. Rev., 74, 269–307, 2006.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Stroeve, J., Maslanik, J., and Xiaoming, L.: An intercomparison of DMSP F11- and F13-derived sea ice products, Remote Sens. Environ., 64, 132–152, 1998.</mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple">Tedesco, M.: Snowmelt detection over the Greenland ice sheet from SSM/I brightness temperature daily variations, Geophys. Res. Lett., 34, L02504, 2007.</mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple">Tedesco, M., Brodzik, M., Armstrong, R., Savoie, M., and Ramage, J.: Pan arctic terrestrial snowmelt trends from spaceborne passive microwave data and correlation with the AO, Geophys. Res. Lett., 36, L21402, 2009.</mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple">Tomasino, M. and Valle, F. D.: Natural climatic changes and solar cycles: an analysis of hydrological time series, Hydrol. Sci. J., 45, 477–489, 2000.</mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple">Ulaby, F. T., Moore, R. K., and Fung, A. K.: Microwave Remote Sensing: Active and Passive, Vol. III: From Theory to Applications, Artech House: Dedham, 1986.</mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple">Walvoord, M. A. and Striegl, R. G.: Increased groundwater to stream discharge from permafrost thawing in the Yukon River basin: Potential impacts on lateral export of carbon and nitrogen, Geophys. Res. Lett., 34, L12402, 2007.</mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple">Wang, L., Sharp, M., Brown, R., Derksen, C., and Rivard, B.: Evaluation of spring snow covered area depletion in Canadian Arctic, NOAA snow charts, Remote Sens. Environ., 95, 453–63, 2005.</mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple">Wang, L., Derksen, C., and Brown, R.: Detection of pan-arctic terrestrial snowmelt from QuikSCAT, 2000–2005, Remote Sens. Environ., 112, 3795–3805, 2008.</mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple">Wang, L., Wolken, G. J., Sharp, M. J., Howell, S. E. L., Derksen, C., Brown, R. D., Markus, T., and Cole, J.: Integrated pan-Arctic melt onset detection from satellite active and passive microwave measurements, 2000–2009, J. Geophys. Res., 116, D22103, 2011.</mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple">Westerling, A. L., Hidalgo, H. G., Cayan, D. R., and Swetnam, T. W.: Warming and earlier spring increase western US forest wildfire activity, Science, 313, 940–943, 2006.</mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple">Woo, M. K. and Thorne, R.: Snowmelt contribution to discharge from large mountainous catchment in subarctic Canada, Hydrol. Proc., 20, 2129–2139, 2006.</mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple">Woo, M. K., Thorne, R., Szeto, K., and Yang, D.: Streamflow hydrology in boreal region under the influences of climate and human interference, Phil. Trans. R. Soc. B, 363, 2251–2260, 2008.</mixed-citation>
</ref>
<ref id="ref49">
<label>49</label><mixed-citation publication-type="other" xlink:type="simple">Yang, D., Kane, D. L., Hinzman, L. D., Zhang, X., Zhang, T., and Ye, H.: Siberian Lena River hydrologic regime and recent change, J. Geophys. Res., 107, 4694, 2002.</mixed-citation>
</ref>
<ref id="ref50">
<label>50</label><mixed-citation publication-type="other" xlink:type="simple">Yang, D., Zhao, Y., Armstrong, R., and Robinson, D.: Yukon River streamflow response to seasonal snow cover changes, Hydrol. Proc., 23, 109–121, 2009.</mixed-citation>
</ref>
<ref id="ref51">
<label>51</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Z., Dehoff, A. D., and Pody, R. D.: New approach to identify trend pattern of streamflows, J. Hydrol. Eng., 15, 244–248, 2010.</mixed-citation>
</ref>
</ref-list>
</back>
</article>