<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "https://jats.nlm.nih.gov/nlm-dtd/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">HESS</journal-id>
<journal-title-group>
<journal-title>Hydrology and Earth System Sciences</journal-title>
<abbrev-journal-title abbrev-type="publisher">HESS</abbrev-journal-title>
<abbrev-journal-title abbrev-type="nlm-ta">Hydrol. Earth Syst. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1607-7938</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/hess-15-1047-2011</article-id>
<title-group>
<article-title>Phenological response of vegetation to upstream river flow in the Heihe Rive basin by time series analysis of MODIS data</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Jia</surname>
<given-names>L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Shang</surname>
<given-names>H.</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>Hu</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>Menenti</surname>
<given-names>M.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>State Key Laboratory of Remote Sensing Science, Jointly Sponsored by the Institute of Remote Sensing Applications of Chinese Academy of Sciences and Beijing Normal University, Beijing, 100101, China</addr-line>
</aff>
<aff id="aff2">
<label>2</label>
<addr-line>Alterra, Wageningen University and Research Centre, Wageningen, The Netherlands</addr-line>
</aff>
<aff id="aff3">
<label>3</label>
<addr-line>Delft University of Technology, Delft, The Netherlands</addr-line>
</aff>
<pub-date pub-type="epub">
<day>25</day>
<month>03</month>
<year>2011</year>
</pub-date>
<volume>15</volume>
<issue>3</issue>
<fpage>1047</fpage>
<lpage>1064</lpage>
<permissions>
<copyright-statement>Copyright: &#x000a9; 2011 L. Jia et al.</copyright-statement>
<copyright-year>2011</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://hess.copernicus.org/articles/15/1047/2011/hess-15-1047-2011.html">This article is available from https://hess.copernicus.org/articles/15/1047/2011/hess-15-1047-2011.html</self-uri>
<self-uri xlink:href="https://hess.copernicus.org/articles/15/1047/2011/hess-15-1047-2011.pdf">The full text article is available as a PDF file from https://hess.copernicus.org/articles/15/1047/2011/hess-15-1047-2011.pdf</self-uri>
<abstract>
<p>Liquid and solid precipitation is abundant in the high elevation, upper
reach of the Heihe River basin in northwestern China. The development of
modern irrigation schemes in the middle reach of the basin is taking up an
increasing share of fresh water resources, endangering the oasis and
traditional irrigation systems in the lower reach. In this study, the
response of vegetation in the Ejina Oasis in the lower reach of the Heihe
River to the water yield of the upper catchment was analyzed by time series
analysis of monthly observations of precipitation in the upper and lower
catchment, river streamflow downstream of the modern irrigation schemes and
satellite observations of vegetation index. Firstly, remotely sensed NDVI
data acquired by Terra-MODIS are used to monitor the vegetation dynamic for
a seven years period between 2000 and 2006. Due to cloud-contamination,
atmospheric influence and different solar and viewing angles, however, the
quality and consistence of time series of remotely sensed NDVI data are
degraded. A Fourier Transform method – the Harmonic Analysis of Time Series
(HANTS) algorithm – is used to reconstruct cloud- and noise-free NDVI time
series data from the Terra-MODIS NDVI dataset. Modification is made on HANTS
by adding additional parameters to deal with large data gaps in yearly time
series in combination with a Temporal-Similarity-Statistics (TSS) method
developed in this study to seek for initial values for the large gap
periods. Secondly, the same Fourier Transform method is used to model time
series of the vegetation phenology. The reconstructed cloud-free NDVI time
series data are used to study the relationship between the water
availability (i.e. the local precipitation and upstream water yield) and the
evolution of vegetation conditions in Ejina Oasis from 2000 to 2006.
Anomalies in precipitation, streamflow, and vegetation index are detected by
comparing each year with the average year. The results showed that: the
previous year total runoff had a significant relationship with the
vegetation growth in Ejina Oasis and that anomalies in the spring monthly
runoff of the Heihe River influenced the phenology of vegetation in the
entire oasis. Warmer climate expressed by the degree-days showed positive
influence on the vegetation phenology in particular during drier years. The
time of maximum green-up is uniform throughout the oasis during wetter
years, but showed a clear S-N gradient (downstream) during drier years.</p>
</abstract>
<counts><page-count count="18"/></counts>
<funding-group>
<award-group id="gs1">
<funding-source>European Commission</funding-source>
<award-id>CEOP-AEGIS - Coordinated Asia-European long-term Observing system of Qinghai – Tibet Plateau hydro-meteorological processes and the Asian-monsoon systEm with Ground satellite Image data and numerical Simulations (212921)</award-id>
</award-group>
</funding-group>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple">Akiyama, T., Sakai, A., Yamazaki, Y., Wang, G., Fujita, K., Nakawo, M., Kubota, J., and Konagaya, Y.: Surfacewater-groundwater interaction in the Heihe River basin, Northwestern China, B. Glaciol. Res., 24, 87–94, 2007.</mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple">Azzali, S. and Menenti, M.: Mapping vegetation-soil-climate complexes in southern Africa using temporal Fourier analysis of NOAA – AVHRR&amp;nbsp;NDVI data, Int. J. Remote Sens., 21(5), 973–996, 2000.</mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple">Baldocchi, D.: Lecture&amp;nbsp;4 Characterizing the Vegetation, Part&amp;nbsp;3: Geographic Distribution of Plants, Environmental Science, Policy and Management (ESPM)&amp;nbsp;129, BIOMETEOROLOGY: Plant-Ecosystem-Atmosphere Interactions, &lt;a href=&quot;http://nature.berkeley.edu/biometlab/espm129/&quot;&gt;http://nature.berkeley.edu/biometlab/espm129/&lt;/a&gt; (last access: 25&amp;nbsp;October&amp;nbsp;2010), 2010.</mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple">Bewket, W.: Land cover dynamics since the 1950s in the Chemoga Watershed, Blue Nile Basin, Ethiopia, Mt. Res. Dev., 22, 263–269, 2002.</mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple">Chen, J., Jonsson, P., Tamura, M., Gua, Z., Matsushitab, B., and Eklundhd, L.: A simple method for reconstruction a high-quality NDVI time-series data set based on the Savitzky-Golay filter, Remote Sens. Environ., 91, 332–344, 2004.</mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple">Chen, Y. N., Wang, Q., Li, W. H., Ruan, X., Chen, Y. P., and Zhang, L. H.: Rational groundwater table indicated by the ecophysiological parameters of the vegetation: A case study of ecological restoration in the lower reaches of the Tarim River, Chinese Sci. Bull., 51, 8–15, 2006.</mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple">Groten, S. M. E. and Ocatre, R.: Monitoring the length of the growing season with NOAA, Int. J. Remote Sens., 23, 2797–2815, 2002.</mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple">Holben, B. N.: Characteristic of maximum value composite images for temporal AVHRR data, Int. J. Remote Sens., 7, 1417–1434, 1986.</mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple">Immerzeel, W., Quiroz, R., and Jong, S.: Understanding precipitation patterns and land use interaction in Tibet using harmonic analysis of SPOT&amp;nbsp;VGT-S10&amp;nbsp;NDVI time series, Int. J. Remote Sens., 26(11), 2281–2296, 2005.</mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple">Jin, X., Hu, G., and Wan, L.: Hysteresis effect of runoff of the Heihe river on vegetation cover in Ejin Oasis in Northwestern China, Earth Sci. Front., 15, 198–203, 2008.</mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple">Jin, X., Schaepman, M., Clevers, J., Su, Z., and Hu, G.: Correlation Between Annual Runoff in the Heihe River to the Vegetation Cover in the Ejina Oasis (China), Arid Land Res. Manag., 24(1), 31–41, 2009.</mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple">Jonsson, P. and Eklundh, L.: Seasonality extraction by function fitting to time series of satellite sensor data, Int. Geosci. Remote Sens., 40, 1824–1832, 2002.</mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple">Julien, Y., Sobrino, J. A., and Verhoef, W.: Changes in land surface temperatures and NDVI values over Europe between 1982 and 1999, Remote Sens. Environ., 103, 43–55, 2006.</mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple">Justice, C. O. and Hiernaux, P. H. Y.: Monitoring the grasslands of the Sahel using NOAA&amp;nbsp;AVHRR data: Niger 1983, Int. J. Remote Sens., 7, 1475–1497, 1986.</mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple">Liu, P.-X., Peng, J.-F., and Chen, F.-H.: Hydrological Response of Populus euphratica Olve. Radial Growth in Ejinaa Banner, Inner Mongolia, J. Integr. Plant Biol., 49(2), 150–156, 2007.</mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple">Liu, W. T. and Negron-Juarez, R. I.: ENSO drought onset prediction in northeast Brazil using NDVI, Int. J. Remote Sens., 22, 3483–3501, 2001.</mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple">Lovell, J. L. and Graetz, R. D.: Filtering pathfinder AVHRR Land NDVI data for Australia, Int. J. Remote Sens., 22, 2649–2654, 2001.</mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple">Ma, M. and Veroustraete, F.,: Reconstruction pathfinder AVHRR land NDVI time-series data for the Northewest of China, Adv. Space Res., 37, 835–840, 2006a.</mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple">Ma, M. and Veroustraete, F.: Interannual variability of vegetation cover in the Chinese Heihe River Basin and its relation to meteorological parameters, Int. J. Remote Sens., 27, 3473–3486, 2006b.</mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple">Maselli, F. and Rembold, F.: Analysis of GAC NDVI data for cropland identification and yield forecasting in Mediterranean African Countries, Photogramm. Eng. Rem. S., 68, 71–75, 2001.</mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple">Menenti, M., Azzali, S., Verhoef, W., and van Swol, R.: Mapping agroecological zones and time lag in vegetation growth by means of Fourier analysis of time series of NDVI images, Adv. Space Res., 13(5), 233–237, 1993.</mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple">Menenti, M., Azzali, S., and Verhoef, W.: Fourier analysis of time series of NOAA-AVHHR&amp;nbsp;NDVI composites to map isogrowth zones, in: Climate change research: evaluation and policy implications, book on &quot;Studies in Environmental Science&quot;, Vol.&amp;nbsp;65, edited by: Zwerver, S., van Rompaey, R. S. A. R., Kok, M. T. J., and Berk, M. M., Elsevier, Amsterdam, The Netherlands, 425–430, 1995.</mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple">Qi, S. and Luo, F.: Land-use change and its environmental impact in the Heihe River Basin, arid northwest China, Water Environ. J., 21, 142–148, 2006.</mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple">Roerink, G. J., Menenti, M., and Verhoef, W.: Reconstructing cloudfree NDVI composites using Fourier analysis of time series, Int. J. Remote Sens., 21, 1911–1917, 2000.</mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple">Roerink, G. J., Menenti, M., Soepboer, W., and Su, Z.: Assessment of climate impact on vegetation dynamics by using remote sensing, Phys. Chem. Earth, 28, 103–109, 2003.</mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple">Su, Y. H., Feng, Q., Zhu, G. F., Si, J. H., and Zhang, Y. W.: Identification and evolution of groundwater chemistry in the Ejin Sub-Basin of the Heihe River, northwest China, Pedosphere, 17, 331–342, 2007.</mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple">Swets, D. L., Reed, B. C., Rowland, J. D., and Marko, S. E.: A weighted least-squares approach to temporal NDVI smoothing, in: Proceedings of the American Society of Photogrammetric Remote Sensing, Portland, OR, USA May&amp;nbsp;1999, American Society of Photogrammetric Remote Sensing&amp;nbsp;(ASPRS), Washington, DC, 526–536, 1999.</mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple">Verhoef, W.: Application of Harmonic Analysis of NDVI Time Series&amp;nbsp;(HANTS), in: Fourier analysis of temporal NDVI in the Southern African and American continents, edited by: Azzali, S. and Menenti, M., Wageningen, The Netherlands, DLO Winand Staring centre, Report&amp;nbsp;108, 19–24, 1996.</mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple">Verhoef, W., Menenti, M., and Azzali, S.: A colour composite of NOAA-AVHRR NDVI based time series (1981–1992), Int. J. Remote Sens., 17, 231–235, 1996.</mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple">Viovy, N., Arino, O., and Belward, A.,S.: The best index slope extraction&amp;nbsp;(BISE): a method for reducing noise in NDVI time series, Int. J. Remote Sens., 17, 1585–1590, 1992.</mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple">Wang, G. X. and Cheng, G. D.: Water resource use and its eco-environmental problems in arid zone of northwest China, J. Nat. Resour., 14, 109–116, 1999.</mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple">Wang, Q., Ruan, X., Chen, Y. N., and Li, W. H.: Eco-physiological response of Populus euphratica Oliv. to water release of the lower reaches of the Tarim River, China, Environ. Geol., 53, 349–357, 2007.</mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple">Wen, J., Su, Z., and Ma, Y.: Reconstruction of a cloud-free vegetation index time series for the Tibetan plateau, Mt. Res. Dev., 24, 348–353, 2004.</mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple">Wen, X., Wu, Y., Su, J., Zhang, Y., and Liu, F.: Hydrochemical characteristics and salinity of groundwater in the Ejina Basin, Northwestern China, Environ. Geol., 48, 665–675, 2005.</mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple">Zhang, Y. H., Wu, Y., Su, J., Wen, X., and Liu, F.: Groundwater replenishment analysis by using natural isotopes in Ejin Basin, Northwestern China, Environ. Geol., 48, 6–14, 2005.</mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple">Zhu, Y. H., Ren, L. L., Skaggs, T. H., Lu, H. S., Yu, Z. B., Wu, Y. Q., and Fang, X. Q.: Simulation of Populus euphratica root uptake of groundwater in an arid woodland of the Ejin Basin, China, Hydrol. Process., 23, 2460–2469, 2009.</mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple">Zomer, R. J., Ustin, S. L., and Carpenter, C. C.:. Land cover change along tropical and substropical riparian corridors within the Makalu Barun Nationa Parl and Conservation Area, Nepal, Mt. Res. Dev., 21, 175–183, 2001.</mixed-citation>
</ref>
</ref-list>
</back>
</article>