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<front>
<journal-meta>
<journal-id journal-id-type="publisher">CP</journal-id>
<journal-title-group>
<journal-title>Climate of the Past</journal-title>
<abbrev-journal-title abbrev-type="publisher">CP</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Clim. Past</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1814-9332</issn>
<publisher><publisher-name>Copernicus Publications</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/cp-4-59-2008</article-id>
<title-group>
<article-title>Detecting vegetation-precipitation feedbacks in mid-Holocene North Africa from two climate models</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Notaro</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>Liu</surname>
<given-names>Z.</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>Gallimore</surname>
<given-names>R.</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>Levis</surname>
<given-names>S.</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>Kutzbach</surname>
<given-names>J. E.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Center for Climatic Research, University of Wisconsin-Madison, 1225 West Dayton Street, Madison, WI 53706, USA</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>National Center for Atmospheric Research, PO BOX 3000, Boulder, CO 80307, USA</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>now at: Pacific Northwest National Laboratory, PO BOX 999, MSIN K9-24, Richland, WA 99352, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>31</day>
<month>03</month>
<year>2008</year>
</pub-date>
<volume>4</volume>
<issue>1</issue>
<fpage>59</fpage>
<lpage>67</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2008 Y. Wang et al.</copyright-statement>
<copyright-year>2008</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://cp.copernicus.org/articles/4/59/2008/cp-4-59-2008.html">This article is available from https://cp.copernicus.org/articles/4/59/2008/cp-4-59-2008.html</self-uri>
<self-uri xlink:href="https://cp.copernicus.org/articles/4/59/2008/cp-4-59-2008.pdf">The full text article is available as a PDF file from https://cp.copernicus.org/articles/4/59/2008/cp-4-59-2008.pdf</self-uri>
<abstract>
<p>Using two climate-vegetation model simulations from the Fast Ocean Atmosphere Model (FOAM) and the Community Climate System Model (CCSM, version 2), we investigate vegetation-precipitation feedbacks across North Africa during the mid-Holocene. From mid-Holocene snapshot runs of FOAM and CCSM2, we detect a negative feedback at the annual timescale with our statistical analysis. Using the Monte-Carlo bootstrap method, the annual negative feedback is further confirmed to be significant in both simulations. Additional analysis shows that this negative interaction is partially caused by the competition between evaporation and transpiration in North African grasslands. Furthermore, we find the feedbacks decrease with increasing timescales, and change signs from positive to negative at increasing timescales in FOAM. The proposed mechanism for this sign switch is associated with the different persistent timescales of upper and lower soil water contents, and their interactions with vegetation and atmospheric precipitation.</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"> Berger, A L.: Long-term variations of daily insolation and Quaternary climatic changes, J. Atmos. Sci., 35, 2362&amp;ndash;2367, 1978. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Brovkin, V.: Climate-vegetation interaction, J. Phys., 4, 57&amp;ndash;72, 2002. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Charney, J G., Stone, P H., and Quirk, W J.: Drought in Sahara-Biogeophysical feedback mechanism, Science, 187, 434&amp;ndash;435, 1975. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> Charney, J G., Quirk, W J., Chow, S.-H., and Kornfield, J.: A comparative study of the effects of albedo change on drought in semi-arid regions, J. Atmos. Sci., 34, 1366&amp;ndash;1385, 1977. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Claussen, M., Kubatzki, C., Brovkin, V., Ganopolski, A., Hoelzmann, P., and Pachur, H J.: Simulation of an abrupt change in Saharan vegetation in the mid-Holocene, Geophys. Res. Lett., 24(14), 2037&amp;ndash;2040, 1999. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> Claussen, M., Brovkin, V., Ganopolski, A., Kubatzki, C., and Petoukhov, V.: Climate change in northern Africa: The past is not the future, Clim. Change, 57(1), 99&amp;ndash;118, 2003. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> COHMAP Members: Climatic changes of the Last 18,000 years: observations and model simulations, Science, 241, 1043&amp;ndash;1052, 1988. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Cramer, W., et~al.: Global response of terrestrial ecosystem structure and function to $CO_2$ and climate change: results from six dynamic global vegetation models, Glob. Change Biol., 7, 357&amp;ndash;373, 2001. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Czaja, A., and Frankignoul, C.: Observed impact of Atlantic SST anomalies on the North Atlantic Oscillation, J. Climate, 15, 606&amp;ndash;623, 2002. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> deMenocal, P., et~al.: Abrupt onset and termination of the African Humid Period: Rapid climate response to gradual insolation forcing, Quat. Sci. Rev., 19, 341&amp;ndash;361, 2000. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Dirmeyer, P A.: Vegetation stress as a feedback mechanism in midlatitude drought, J. Climate, 7(10), 1463&amp;ndash;1483, 1994. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Doherty, R., Kutzbach, J E., Foley, J A., and Pollard, D.: Fully coupled climate/dynamical vegetation model simulations over northern Africa during the mid-Holocene, Clim. Dyn., 16, 561&amp;ndash;573, 2000. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Foley, J A., Coe, M T., Scheffer, M. and Wang, G L.: Regime shifts in the Sahara and Sahel: Interactions between ecological and climatic systems in northern Africa, Ecosystems, 6, 524&amp;ndash;539, 2003. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Frankignoul, C., and Hasselmann, K.: Stochastic climate models. Part II: Application to sea surface temperature anomalies and thermocline variability, Tellus, 29, 289&amp;ndash;305, 1977. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Frankignoul, C., Czaja, A., and Heveder, B L.: Air-sea feedback in the North Atlantic and surface boundary conditions for ocean models, J. Climate, 11, 2310&amp;ndash;2324, 1998. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Gallimore, R., Jacob, R., and Kutzbach, J E.: Coupled atmosphere-ocean-vegetation simulations for modern and mid-Holocene climates: role of extratropical vegetation cover feedbacks, Clim. Dyn., 25, 755&amp;ndash;776, https://doi.org/10.1007/s00382-005-0054-z, 2005. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Ganopolski, A., Kubatzki, C., Claussen, M., Brovkin, V., and Petoukhov, V.: The influence of vegetation-atmosphere-ocean interaction on climate during the Mid-Holocene, Science, 280, 1916&amp;ndash;1919, 1998. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Gasse, F.: Hydrological changes in the African tropics since the Last Glacial Maximum, Quat. Sci. Rev., 19, 189-211, 2000. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Gasse, F.: Diatom-inferred salinity and carbonate oxygen isotopes in Holocene waterbodies of the western Sahara and Sahel (Africa), Quat. Sci. Rev., 21, 737&amp;ndash;767, 2002. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Global Soil Data Task. 2000. Global Soil Data Products CD-ROM (IGBP-DIS). CD-ROM. International Geosphere-Biosphere Programme, Data and Information System, Potsdam, Germany (available online at http://www.daac.ornl.gov), 2000. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> Harrison, S P., Kutzbach, J E., Liu, Z. Bartlein, P J., Otto-Bliesner, B., Muhs, D., Prentice, I C., Thompson, R.: Mid-Holocene climates of the Americas: a dynamical response to changed seasonality, Clim. Dyn., 20, 663&amp;ndash;688, 2003. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Holland, M.: The North Atlantic Oscillation-Arctic Oscillation in the CCSM2 and its influence on arctic climate variability, J. Climate, 16, 2767&amp;ndash;2781, 2003. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> Kutzbach, J E.: Monsoon climate of the Early Holocene: Climate experiment with the Earth&apos;s orbital parameters for 9000 years ago, Science, 214, 59&amp;ndash;61, 1981. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Kutzbach, J E., Bonan, G., Foley, J., and Harrison, S P.: Vegetation and soil feedbacks on the response of the African monsoon to orbital forcing in the early to middle Holocene, Nature, 384, 623&amp;ndash;626, 1996. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Levis, S., Bonan, G., and Bonfils, C.: Soil feedback drives the mid-Holocene North African monsoon northward in fully coupled CCSM2 simulaitons with a dynamic vegetation model, Clim. Dyn., 23, 791&amp;ndash;802, https://doi.org/10:1007/s00382-004-0477-y, 2004. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> Levis, S., Bonan, G., Vertenstein M., and Oleson, K. W.: The Community Land Model&apos;s dynamic global vegetation model (CLM-DGVM): Technical description and user&apos;s guide. NCAR Technical Note, NCAR/TN-459+IA, 2004. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, Z., Notaro, M., Kutzbach, J E., and Liu, N.: Assessing global vegetation-climate feedbacks from observations, J. Climate, 19, 787&amp;ndash;814, 2006a. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, Z., Wang, Y., Gallimore, R., Notaro, M., and Prentice, I C.: On the cause of abrupt vegetation collapse in north africa during the Holocene: Climate variability vs. vegetation feedback, Geophys. Res. Lett., 33, L22, 709, https://doi.org/10.1029/2006GL028062, 2006b. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Liu, Z., Wang, Y., et~al.: Simulating the transient evolution and abrupt channge of Northern Africa atmosphere-ocean-terrestrial ecosystem in the Holocene, Quaternary Science Reviews, 26, 1818&amp;ndash;1837, 2007. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Notaro, M., Liu, Z., Gallimore, R., Vavrus, S J., Kutzbach, J E., Prentice, I C., and Jacob, R L.: Simulated and observed preindustrial to modern vegetation and climate changes, J. Climate, 18, 3650&amp;ndash;3671, 2005. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Notaro, M., Liu, Z., and Williams, J W.: Observed vegetation-climate feedbacks in the United States, J. Climate, 19, 763&amp;ndash;786, 2006. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Notaro, M., Wang, Y., Liu, Z., Gallimore, R., and Levis, S.: Combined statistical and dynamical assessment of simulated vegetation-rainfall interactions in North African during the Mid-Holocene, Global Change Biology, 14, 347&amp;ndash;368, https://doi.org/10.1111/j.1365-2486.2007.01495.x, 2008. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> Oleson, K. W., et al.: Technical Description of the Community Land Model (CLM). NCAR technical note, NCAR/TN-461+STR, 2004. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Pielke, R., et~al.: Interactions between the atmosphere and terrestrial ecosystems: Influence on weather and climate, Glob. Change Biol., 4, 461&amp;ndash;475, 1998. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Prentice, I C., and Webb, T.: BIOME 6000: reconstructing global mid-Holocene vegetation patterns from palaeoecological records, J. Biogeogr., 25, 997&amp;ndash;1005, 1998. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Ruddiman, W F.: Earth&apos;s Climate: Past and Future, W. H. Freeman and Company, New York, NY 10010, USA, 2001. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Schlesinger, W H., et~al.: Biological feedbacks in global desertification, Science, 247(4946), 1043&amp;ndash;1048, 1990. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Sellers, P J., et~al.: Modeling the exchanges of energy, water, and carbon between continents and the atmosphere, Science, 275, 502&amp;ndash;509, 1997. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> Sitch, S., et~al.: Evaluation of ecosystem dynamics, plant geography and terrestrial carbon cycling in the LPJ Dynamic Global Vegetation Model, Global Change Biology, 9, 161&amp;ndash;185, https://doi.org/10.1046/j.1365-2486.2003.00569.x, 2003. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Small, E E., and Kurc, S.: The influence of soil moisture on the surface energy balance in semiarid environments, New Mexico Water Resource Research Institute Technical Completion Report, No 318, 2001. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> Thompson, S L., and Pollard, D.: Greenland and antarctic mass balances for present and doubled atmospheric $CO_2$ from the GENESIS version 2 global climate model, J. Climate, 10, 871&amp;ndash;900, 1997. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, W., et~al.: Feedbacks of vegetation on summertime climate veriability over the North American Grasslands. Part I: Statistical Analysis, Earth Interactions, 10, 1&amp;ndash;27, https://doi.org/10.1175/EI196.1, 2006. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, Y., Mysak, L A., Wang, Z., and Brovkin, V.: The Greening of the McGill Paleoclimate Model. Part II: Simulation of Holocene Millennial-Scale Natural Climate Changes, Clim. Dyn., 24(5), 481&amp;ndash;496, https://doi.org/10.1007/s00382-004-0516-8, 2005a. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, Y., Mysak, L A., and Roulet, N T.: (2005b), Holocene climate and carbon cycle dynamics: Experiments with the &quot;green&quot; McGill Paleoclimate Model, Global Biogeochemical Cycles, 19, GB3022, https://doi.org/10.1029/2005GB002484, 2005b. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, Y. and Mysak, L A.: Response of the ocean, climate and terrestrial carbon to Holocene freshwater discharge after 8 kyr BP, Geophysical Research Letters, 32, L15705, https://doi.org/10.1029/2005GL023344, 2005. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Woodward, F I., Lomas, M R., and Betts, R A.: Vegetation-climate feedbacks in a greenhouse world., Philosophical Transactions of the Royal Society of London Series B, 353, 29&amp;ndash;38, 1998. \bibitem[Zeng et al.(2002)Zeng, Shaikh, Dai, Dickinson and Mineni] Zeng02 Zeng, X., Shaikh, M., Dai, Y., Dickinson, R.E., and Mineni, R.: Coupling of the common land model to the NCAR community climate model, J. Climate, 15, 1832&amp;ndash;1854, 2002. </mixed-citation>
</ref>
</ref-list>
</back>
</article>