<?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-11-13029-2011</article-id>
<title-group>
<article-title>Trends of solar ultraviolet irradiance at Barrow, Alaska, and the effect of measurement uncertainties on trend detection</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Bernhard</surname>
<given-names>G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Biospherical Instruments, San Diego, California, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>21</day>
<month>12</month>
<year>2011</year>
</pub-date>
<volume>11</volume>
<issue>24</issue>
<fpage>13029</fpage>
<lpage>13045</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/11/13029/2011/acp-11-13029-2011.html">This article is available from http://www.atmos-chem-phys.net/11/13029/2011/acp-11-13029-2011.html</self-uri>
<self-uri xlink:href="http://www.atmos-chem-phys.net/11/13029/2011/acp-11-13029-2011.pdf">The full text article is available as a PDF file from http://www.atmos-chem-phys.net/11/13029/2011/acp-11-13029-2011.pdf</self-uri>
<abstract>
<p>Spectral ultraviolet (UV) irradiance has been observed near Barrow, Alaska
(71° N, 157° W) between 1991 and 2011 with an SUV-100
spectroradiometer. The instrument was historically part of the US National
Science Foundation&apos;s UV Monitoring Network and is now a component of NSF&apos;s
Arctic Observing Network. From these measurements, trends in monthly average
irradiance and their uncertainties were calculated. The analysis focuses on
two quantities, the UV Index (which is affected by atmospheric ozone
concentrations) and irradiance at 345 nm (which is virtually insensitive to
ozone). Uncertainties of trend estimates depend on variations in the data due
to (1) natural variability, (2) systematic and random errors of the
measurements, and (3) uncertainties caused by gaps in the time series. Using
radiative transfer model calculations, systematic errors of the measurements
were detected and corrected. Different correction schemes were tested to
quantify the sensitivity of the trend estimates on the treatment of
systematic errors. Depending on the correction method, estimates of decadal
trends changed between 1.5% and 2.9%. Uncertainties in the trend
estimates caused by error sources (2) and (3) were set into relation with the
overall uncertainty of the trend determinations. Results show that these
error sources are only relevant for February, March, and April when natural
variability is low due to high surface albedo. This method of addressing
measurement uncertainties in time series analysis is also applicable to other
geophysical parameters. Trend estimates varied between −14% and
+5% per decade and were significant (95.45% confidence level) only
for the month of October. Depending on the correction method, October trends
varied between −11.4% and −13.7% for irradiance at 345 nm and
between −11.7% and −14.1% for the UV Index. These large trends
are consistent with trends in short-wave (0.3–3.0 μm) solar irradiance
measured with pyranometers at NOAA&apos;s Barrow Observatory and can be explained
by a change in snow cover over the observation period: analysis of
pyranometer data indicates that the first day of fall when albedo becomes
larger than 0.6 after snow fall, and remains above 0.6 for the rest of the
winter, has advanced with a statistically significant trend of 13.6 &amp;plusmn; 9.7
days per decade.</p>
</abstract>
<counts><page-count count="17"/></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"> % vor jede Referenz ACIA: Arctic Climate Impact Assessment, 1042 pp., Cambridge Univ. Press, New York, 2005. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Bernhard, G., Booth, C. R., and McPeters, R. D.: Calculation of total column ozone from global UV spectra at high latitudes, J. Geophys. Res., 108, 4532, http://dx.doi.org/10.1029/2003JD003450doi:10.1029/2003JD003450, 2003. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Bernhard, G., Booth, C. R., and Ehramjian, J. C.: Version 2 data of the National Science Foundation&apos;s Ultraviolet Radiation Monitoring Network: South Pole, J. Geophys. Res., 109, D21207, http://dx.doi.org/10.1029/2004JD004937doi:10.1029/2004JD004937, 2004. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Bernhard, G., Booth, C. R., Ehramjian, J. C., Stone, R., and Dutton, E. G.: Ultraviolet and visible radiation at Barrow, Alaska: Climatology and influencing factors on the basis of version 2 National Science Foundation network data, J. Geophys. Res., 112, D09101, http://dx.doi.org/10.1029/2006JD007865doi:10.1029/2006JD007865, 2007. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Bernhard, G., Booth, C. R., and Ehramjian, J. C.: Comparison of UV irradiance measurements at Summit, Greenland; Barrow, Alaska; and South Pole, Antarctica, Atmos. Chem. Phys., 8, 4799–4810, http://dx.doi.org/10.5194/acp-8-4799-2008doi:10.5194/acp-8-4799-2008, 2008. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Booth, C. R. and Madronich S.: Radiation amplification factors: Improved formulation accounts for large increases in ultraviolet radiation associated with Antarctic ozone depletion, in: Ultraviolet Radiation in Antarctica: Measurement and Biological Effects, edited by: Weiler, C. S. and Penhale, P. S., AGU Antarct. Res. Ser., 62, 39–52, 1994. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> Blumthaler, M. and Ambach, W.: Solar UVB-albedo of various surfaces, Photochem. Photobiol., 48, 85–88, 1988. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Comiso J. C., Parkinson C. L., Gersten R., and Stock, L.: Accelerated decline in the Arctic sea ice cover, Geophys. Res. Lett., 35, L01703, http://dx.doi.org/10.1029/2007GL031972doi:10.1029/2007GL031972, 2008. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Draper, N. R. and Smith, H.: Applied regression analysis, 3$^rd $edition, 706 pp., John Wiley &amp; Sons Inc., New York, ISBN 0-471-17082-8, 1998. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Dutton, E. G., Farhadi, A., Stone, R. S., Long, C. N., and Nelson, D. W.: Long-term variations in the occurrence and effective solar transmission of clouds as determined from surface-based total irradiance observations, J. Geophys. Res., 109, D03204, http://dx.doi.org/10.1029/2003JD003568doi:10.1029/2003JD003568, 2004. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Dutton, E. G., Nelson, D. W., Stone, R. S., Longenecker, D., Carbaugh, G., Harris, J. M., and Wendell, J.: Decadal variations in surface solar irradiance as observed in a globally remote network, J. Geophys. Res., 111, D19101, http://dx.doi.org/10.1029/2005JD006901doi:10.1029/2005JD006901, 2006. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Gehrke, C., Johanson, U., Callaghan, T. V., Chadwick, D., and Robinson, C. H.: The impact of enhanced ultraviolet-B radiation on litter quality and decomposition processes in Vaccinium leaves from the Subarctic, Oikos, 72, 213–222, 1995. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Gwynn-Jones, D.: Enhanced UV-B radiation and herbivory, in: animal responses to global change in the North, edited by: Hofgaard, A., Ball, J. P., Danell, K., and Callaghan, T. V., Ecol. Bull., 47, 77–83, 1999. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Gurney, K. R.: Evidence for increasing ultraviolet irradiance at Point Barrow, Alaska, Geophys. Res. Lett., 25, 903–906, 1998. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Hessen, D. O. (Ed.): UV Radiation and Arctic Ecosystems, 321 pp., Springer-Verlag, New York, 2001. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Hicke, J. A., Slusser, J., Lantz, K., and Pascual, F. G.: Trends and interannual variability in surface UVB radiation over 8 to 11 years observed across the United States, J. Geophys. Res., 113, D21302, http://dx.doi.org/10.1029/2008JD009826doi:10.1029/2008JD009826, 2008. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Holick, M. F.: Vitamin D deficiency, New. Engl. J. Med., 357, 266–281, 2007. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> International Standards Organization (ISO): Guide to the expression of uncertainty in measurement, 101 pp., ISO, Geneva, Switzerland, 1993. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Krotkov, N., Bhartia, P., Herman, J., Fioletov, V., and Kerr, J.: Satellite estimation of spectral surface UV irradiance in the presence of tropospheric aerosols 1. Cloud-free case, J. Geophys. Res., 103, 8779–8793, 1998. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Krotkov, N., Herman, J., Bhartia, P., Fioletov, V., and Ahmad, Z.: Satellite estimation of spectral surface UV irradiance 2. Effects of homogeneous clouds and snow, J. Geophys. Res., 106, 11743–11759, 2001. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Krzy\&apos;scin, J. W., Sobolewski, P. S., Jarosławski, J., Podgórski, J., and Rajewska-Wi\cech, B.: Erythemal UV observations at Belsk, Poland, in the period 1976–2008: data homogenization, climatology, and trends, Acta Geophys., 59, 155–182, http://dx.doi.org/10.2478/s11600-010-0036-3doi:10.2478/s11600-010-0036-3, 2011. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Lenoble, J., Kylling, A., and Smolskaia, I.: Impact of snow cover and topography on ultraviolet irradiance at the alpine station of Briançon, J. Geophys. Res., 109, D16209, http://dx.doi.org/10.1029/2004JD004523doi:10.1029/2004JD004523, 2004. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Lindfors, A. V., Arola, A., Kaurola, J., Taalas, P., and Svenøe, T.: Long-term erythemal UV doses at Sodankylä estimated using total ozone, sunshine duration, and snow depth, J. Geophys. Res., 108, 4518, http://dx.doi.org/10.1029/2002JD003325doi:10.1029/2002JD003325, 2003. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Mayer, B. and Kylling, A.: Technical note: The libRadtran software package for radiative transfer calculations – description and examples of use, Atmos. Chem. Phys., 5, 1855–1877, http://dx.doi.org/10.5194/acp-5-1855-2005doi:10.5194/acp-5-1855-2005, 2005. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Maykut G. A. and Church, P. E.: Radiation climate at Barrow, Alaska, 1962–66, J. Appl. Meteorol., 12, 620–628, 1973. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> McKinlay, A. F. and Diffey, B. L. (Eds.): A reference action spectrum for ultraviolet induced erythema in human skin, CIE J., 6, 17–22, 1987. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Meehl, G. A., Stocker, T. F., Collins, W. D., Friedlingstein, P., Gaye, A. T., Gregory, J. M., Kitoh, A., Knutti, R., Murphy, J. M., Noda, A., Raper, S. C. B., Watterson, I. G., Weaver, A. J., and Zhao, Z.-C.: Global Climate Projections, in: Climate Change 2007: The Physical Science Basis, Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, edited by: Solomon, S., Qin, D., Manning, M., Chen, Z., Marquis, M., Averyt, K. B., Tignor, M., and Miller, H. L., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, 2007. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Micheletti, M. I., Piacentini, R. D., and Madronich, S.: Sensitivity of biologically active UV radiation to stratospheric ozone changes: effects of action spectrum shape and wavelength range, Photochem. Photobiol., 78, 456–461, http://dx.doi.org/10.1562/0031-8655(2003)0780456SOBAUR2.0.CO2doi:10.1562/0031-8655(2003)0780456SOBAUR2.0.CO2, 2003. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Moody, S. A., Newsham, K. K., Ayres, P. G., and Paul, N. D.: Variation in the responses of litter and phylloplane fungi to UV-B radiation (290–315 nm), Mycol. Res., 103, 1469–1477, 1999. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Manney, G. L., Santee, M. L., Rex., M., Livesey, N. J., Pitts, M. C., Veefkind, P., Nash, E. R., Wohltmann, I., Lehmann, R., Froidevaux, L., Poole, L. R., Schoeberl, M. R., Haffner, D. P., Davies, J., Dorokhov, V., Gernandt, H., Johnson, B., Kivi, R., Kyrö, E., Larsen, N., Levelt, P. F., Makshtas, A., McElroy, C. T., Nakajima, H., Parrondo, M. C. Tarasick, D. W., von der Gathen, P., Walker, K. A., and Zinoviev, N. S.: Unprecedented Arctic ozone loss in 2011 echoed the Antarctic ozone hole, Nature, 478, 469–475, 2011. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Nichol, S. E., Pfister, G., Bodeker, G. E., McKenzie, R. L., Wood, S. W., and Bernhard, G.: Moderation of cloud reduction of UV in the Antarctic due to high surface albedo, J. Appl. Meteorol., 42, 1174–1183, 2003. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Press, W. H., Flannery, B. P., Teukolsky, S. A., and Vetterling, W. T.: Numerical recipes: the art of scientific computing, 818 pp., Cambridge University Press, Cambridge, UK, ISBN 0-521-30811-9, 1986. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Rex, M., Salawitch, R. J., Deckelmann, H., von der Gathen, P., Harris, N. R. P., Chipperfield, M. P., Naujokat, B., Reimer, E., Allaart, M., Andersen, S. B., Bevilacqua, R., Braathen, G. O., Claude, H., Davies, J., De Backer, H., Dier, H., Dorokhov, V., Fast, H., Gerding, M., Godin-Beekmann, S., Hoppel, K., Johnson, B., Kyrö, E., Litynska, Z., Moore, D., Nakane, H., Parrondo, M. C., Risley Jr., A. D., Skrivankova, P., Stübi, R., Viatte, P., Yushkov, V., and Zerefos, C.: Arctic winter 2005: Implications for stratospheric ozone loss and climate change, Geophys. Res. Lett., 33, L23808, http://dx.doi.org/10.1029/2006GL026731doi:10.1029/2006GL026731, 2006. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Ricchiazzi, P., Gautier, C., and Lubin, D.: Cloud scattering optical depth and local surface albedo in the Antarctic: simultaneous retrieval using ground-based radiometry, J. Geophys. Res., 100, 21091–21104, 1995. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Serreze, M. C., Holland, M. M., and Stroeve, J.: Perspectives on the Arctic&apos;s shrinking sea-ice cover, Science, 315, 1533–1536, http://dx.doi.org/10.1126/science.1139426doi:10.1126/science.1139426, 2007. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Stephens, M. A.:, EDF Statistics for Goodness of Fit and Some Comparisons, J. Am. Stat. Assoc., 69, 730–737, 1974. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Stone, R. S., Dutton, E. G., Harris, J. M., and Longenecker D.: Earlier spring snowmelt in northern Alaska as an indicator of climate change, J. Geophys. Res., 107, 4089, http://dx.doi.org/10.1029/2000JD000286doi:10.1029/2000JD000286, 2002. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Stone, R., Douglas, D., Belchansky, G., and Drobot, S.: Correlated declines in Pacific Arctic snow and sea ice cover, Arctic Research of the United States, 19, 18–25, 2005. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Tanskanen, A., Lindfors, A., Määttä, A., Krotkov, N., Herman, J., Kaurola, J., Koskela, T., Lakkala, K., Fioletov, V., Bernhard, G., McKenzie, R., Kondo, Y., O&apos;Neill, M., Slaper, H., den Outer, P., Bais, A. F., and Tamminen., J.: Validation of daily erythemal doses from Ozone Monitoring Instrument with ground-based UV measurement data, J. Geophys. Res., 112, D24S44, http://dx.doi.org/10.1029/2007JD008830doi:10.1029/2007JD008830, 2007. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> United Nations Environment Programme (UNEP): Environmental effects of ozone depletion and its interactions with climate change: 2010 assessment, 236 pp., UNEP, Nairobi, Kenya, ISBN: ISBN 92-807-2312-X, 2010. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Weatherhead, E. C., Reinsel, G. C., Tiao., G. C., Meng, X.-L., Choi, D., Cheang, W.-K., Keller, T., DeLuisi, J., Wuebbels, D. J., Kerr, J. B., Miller, A. J., Oltmans, S. J., and Frederick, J. E.: Factors affecting the detection of trends: Statistical considerations and applications to environmental data, J. Geophys. Res., 103, 17149–17161, 1998. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> World Health Organisation (WHO): Global Solar UV Index: A Practical Guide, 28 pp., ISBN 92-4-159007-6, Geneva, Switzerland, 2002, available at: http://www.unep.org/pdf/Solar_Index_Guide.pdf, 2002. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> World Meteorology Organisation (WMO): Report of the WMO-WHO meeting of experts on standardization of UV Indices and their dissemination to the public, Global Atmos. Watch Rep. 127, Geneva, Switzerland, 1998. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> World Meteorological Organization (WMO): Scientific assessment of ozone depletion: 2002, Global Ozone Res. Monit. Proj. Rep.. 47, 498 pp., Geneva, Switzerland, 2003. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> World Meteorological Organization (WMO): Scientific assessment of ozone depletion: 2006, Global Ozone Res. Monit. Proj. Rep. 50, 572 pp., Geneva, Switzerland, 2007. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> World Meteorology Organisation (WMO): Scientific assessment of ozone depletion: 2010, Global Ozone Res. Monit. Proj. Rep. 52, 516 pp., Geneva, Switzerland, 2011. </mixed-citation>
</ref>
</ref-list>
</back>
</article>