Skip to main content
Log in

Assessing spatio-temporal variations of precipitation-use efficiency over Tibetan grasslands using MODIS and in-situ observations

  • Research Article
  • Published:
Frontiers of Earth Science Aims and scope Submit manuscript

Abstract

Clarifying the spatial and temporal variations in precipitation-use efficiency (PUE) is helpful for advancing our knowledge of carbon and water cycles in Tibetan grassland ecosystems. Here we use an integrated remote sensing normalized difference vegetation index (NDVI) and in-situ above-ground net primary production (ANPP) measurements to establish an empirical exponential model to estimate spatial ANPP across the entire Tibetan Plateau. The spatial and temporal variations in PUE (the ratio of ANPP to mean annual precipitation (MAP)), as well as the relationships between PUE and other controls, were then investigated during the 2001–2012 study period. At a regional scale, PUE increased from west to east. PUE anomalies increased significantly (>0.1 g·m–2·mm–1/10 yr) in the southern areas of the Tibetan Plateau yet decreased (>0.02 g·m–2·mm–1/10 yr) in the northeastern areas. For alpine meadow, we obtained an obvious breaking point in trend of PUE against elevation gradients at 3600 m above the sea level, which showed a contrasting relationship. At the inter-annual scale, PUE anomalies were smaller in alpine steppe than in alpine meadow. The results show that PUE of Tibetan grasslands is generally high in dry years and low in wet years.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Bai Y, Wu J, Xing Q, Pan Q, Huang J, Yang D, Han X (2008). Primary production and rain use efficiency across a precipitation gradient on the Mongolia plateau. Ecology 89(8): 2140–2153

    Article  Google Scholar 

  • Baumann F, He J, Schmidt K, Kuhn P, Scholten T (2009). Pedogenesis, permafrost, and soil moisture as controlling factors for soil nitrogen and carbon contents across the Tibetan Plateau. Glob Change Biol 15(12): 3001–3017

    Article  Google Scholar 

  • Beniston M, Diaz H, Bradley R (1997). Climatic change at high elevation sites: an overview. Clim Change, 36(3–4): 233–251

    Article  Google Scholar 

  • Bonan G B (1997). Effects of land use on the climate of the United States. Clim Change 37(3): 449–486

    Article  Google Scholar 

  • Bunn A G, Goetz S J (2006). Trends in satellite-observed circumpolar photosynthetic activity from 1982 to 2003: the influence of seasonality, cover type, and vegetation density. Earth Interact, 10 (12): 1–19

    Article  Google Scholar 

  • Fan J, Shao Q, Liu J, Wang J, Harris W, Chen Z, Zhong H, Xu X, Liu R (2010). Assessment of effects of climate change and grazing activity on grassland yield in the Three Rivers Headwaters Region of Qinghai–Tibet Plateau, China. Environ Monit Assess, 170(1–4): 571–584

    Article  Google Scholar 

  • Fay P A, Kaufman D M, Nippert J B, Carlisle J D, Harper C W (2008). Changes in grassland ecosystem function due to extreme rainfall events: implications for responses to climate change. Glob Change Biol 14(7): 1600–1608

    Article  Google Scholar 

  • Fensholt R, Rasmussen K (2011). Analysis of trends in the Sahelian ‘rain-use efficiency’ using GIMMS NDVI, RFE and GPCP rainfall data. Remote Sens Environ 115(2): 438–451

    Article  Google Scholar 

  • Fensholt R, Rasmussen K, Kaspersen P, Huber S, Horion S, Swinnen E (2013). Assessing land degradation/recovery in the African Sahel from long-term earth observation based primary productivity and precipitation relationships. Remote Sens 5(2): 664–686

    Article  Google Scholar 

  • Findell K L, Pitman A J, England M H, Pegion P J (2009). Regional and global impacts of land cover change and sea surface temperature anomalies. J Clim 22(12): 3248–3269

    Article  Google Scholar 

  • Guo Q, Hu Z, Li S, Li X, Sun X, Yu G (2012). Spatial variations in aboveground net primary productivity along a climate gradient in Eurasian temperate grassland: effects of mean annual precipitation and its seasonal distribution. Glob Change Biol 18(12): 3624–3631

    Article  Google Scholar 

  • He J, Fang J, Wang Z, Guo D, Flynn D F, Geng Z (2006). Stoichiometry and large-scale patterns of leaf carbon and nitrogen in the grassland biomes of China. Oecologia 149(1): 115–122

    Article  Google Scholar 

  • Holben B N (1986). Characteristics of maximum-value composite images from temporal AVHRR data. Int J Remote Sens 7(11): 1417–1434

    Article  Google Scholar 

  • Hu Z, Yu G, Fan J, Zhong H, Wang S, Li S (2010). Precipitation-use efficiency along a 4500-km grassland transect. Glob Ecol Biogeogr 19(6): 842–851

    Article  Google Scholar 

  • Huang L, Shao Q, Liu J (2012). Forest restoration to achieve both ecological and economic progress, Poyang Lake basin, China. Ecol Eng 44(3): 53–60

    Article  Google Scholar 

  • Hutchinson M F, McKenney D W, Lawrence K, Pedlar J H, Hopkinson R F, Milewska E, Papadopol P (2009). Development and testing of Canada-wide interpolated spatial models of daily minimum-maximum temperature and precipitation for 1961–2003. J Appl Meteorol Climatol 48(4): 725–741

    Article  Google Scholar 

  • Huxman T E, Smith M D, Fay P A, Knapp A K, Shaw M R, Loik M E, Smith S D, Tissue D T, Zak J C, Weltzin J F (2004). Convergence across biomes to a common rain-use efficiency. Nature 429(6992): 651–654

    Article  Google Scholar 

  • Knapp A K, Fay P A, Blair J M, Collins S L, Smith M D, Carlisle J D, Harper C W, Danner B T, Lett M S, McCarron J K (2002). Rainfall variability, carbon cycling, and plant species diversity in a mesic grassland. Science 298(5601): 2202–2205

    Article  Google Scholar 

  • Lauenroth W K, Burke I C, Paruelo J M (2000). Patterns of production and precipitation-use efficiency of winter wheat and native grasslands in the central Great Plains of the United States. Ecosystems (N Y), 3 (4): 344–351

    Article  Google Scholar 

  • LeHouerou H N (1984). Rain use efficiency: a unifying concept in aridland ecology. J Arid Environ 7(3): 213–247

    Google Scholar 

  • Liu Z, Shao Q, Wang S (2015). Variation of alpine grasslands and its response to climate warming in the Tibetan Plateau since the 21st Century. Arid Land Geography 38(2): 275–282 (in Chinese)

    Google Scholar 

  • Liu Z, Wang L, Wang S (2014). Comparison of different GPP Models in China using MODIS image and China FLUX Data. Remote Sens, 6 (10): 10215–10231

    Article  Google Scholar 

  • Liu Z, Yu X, Wang S, Shang G (2012). Comparative analysis of three covariates methods in thin-plate smoothing splines for interpolating precipiation. Progress in Geography 31(1): 56–62 (in Chinese)

    Google Scholar 

  • Lotsch A, Friedl M A, Anderson B T, Tucker C J (2005). Response of terrestrial ecosystems to recent Northern Hemispheric drought. Geophys Res Lett, 32(6): L06705

    Article  Google Scholar 

  • Ma W H, Fang J Y, Yang Y H, Mohammat A (2010). Biomass carbon stocks and their changes in northern China’s grasslands during 1982–2006. Sci China Life Sci 53(7): 841–850

    Article  Google Scholar 

  • O’Connor T, Haines L, Snyman H (2001). Influence of precipitation and species composition on phytomass of a semi-arid African grassland. J Ecol 89(5): 850–860

    Article  Google Scholar 

  • Peng S, Chen A, Xu L, Cao C, Fang J, Myneni R B, Pinzon J E, Tucker C J, Piao S (2011). Recent change of vegetation growth trend in China. Environ Res Lett, 6(4): 044027

    Article  Google Scholar 

  • Piao S, Cui M, Chen A, Wang X, Ciais P, Liu J, Tang Y (2011). Altitude and temperature dependence of change in the spring vegetation green-up date from 1982 to 2006 in the Qinghai-Xizang Plateau. Agric For Meteorol 151(12): 1599–1608

    Article  Google Scholar 

  • Piao S, Fang J, He J (2006). Variations in vegetation net primary production in the Qinghai-Xizang Plateau, China, from 1982 to 1999. Clim Change, 74(1–3): 253–267

    Article  Google Scholar 

  • Tao J, Zhang Y, Zhu J, Jiang Y, Zhang X, Zhang T, Xi Y (2014). Elevation-dependent temperature change in the Qinghai–Xizang Plateau grassland during the past decade. Theor Appl Climatol, 117 (1–2): 61–71

    Article  Google Scholar 

  • Valladares F, Pearcy R (2002). Drought can be more critical in the shade than in the sun: a field study of carbon gain and photo-inhibition in a Californian shrub during a dry El Niño year. Plant Cell Environ, 25 (6): 749–759

    Article  Google Scholar 

  • Wang K, Wang P, Li Z, Cribb M, Sparrow M (2007). A simple method to estimate actual evapotranspiration from a combination of net radiation, vegetation index, and temperature. J Geophys Res, 112 (D15): D15107

    Article  Google Scholar 

  • Wang S, Yu X, Liu Z (2014). Spatiotemporal patterns of NDVI and its responses to temperature and precipitation over Yimeng Mountainous Area. Remote Sensing Technology and Application 29(1): 61–68 (in Chinese)

    Google Scholar 

  • Wu C, Chen J M, Pumpanen J, Cescatti A, Marcolla B, Blanken P D, Ardö J, Tang Y, Magliulo V, Georgiadis T, Soegaard H, Cook D R, Harding R J (2012). An underestimated role of precipitation frequency in regulating summer soil moisture. Environ Res Lett, 7 (2): 024011

    Article  Google Scholar 

  • Yang Y, Fang J, Fay P A, Bell J E, Ji C (2010). Rain use efficiency across a precipitation gradient on the Tibetan Plateau. Geophys Res Lett, 37: L15702

    Google Scholar 

  • Yang Y, Fang J, Ji C, Han W (2009a). Above- and below ground biomass allocation in Tibetan grasslands. J Veg Sci 20(1): 177–184

    Article  Google Scholar 

  • Yang Y, Fang J, Ma W, Wang W (2008). Relationship between variability in aboveground net primary production and precipitation in global grasslands. Geophys Res Lett, 35(23): L23710

    Article  Google Scholar 

  • Yang Y, Fang J, Pan Y, Ji C (2009b). Aboveground biomass in Tibetan grasslands. J Arid Environ 73(1): 91–95

    Article  Google Scholar 

  • Yuan W, Xu B, Chen Z, Xia J, Xu W, Chen Y, Wu X, Fu Y (2014). Validation of China-wide interpolated daily climate variables from 1960 to 2011. Theor Appl Climatol, 119(3–4): 689–700

    Google Scholar 

  • Zhang G, Zhang Y, Dong J, Xiao X (2013). Green-up dates in the Tibetan Plateau have continuously advanced from 1982 to 2011. Proc Natl Acad Sci USA 110(11): 4309–4314

    Article  Google Scholar 

  • Zhao M, Pitman A, Chase T (2001). The impact of land cover change on the atmospheric circulation. Clim Dyn, 17(5–6): 467–477

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Mei Huang.

Electronic supplementary material

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Liu, Z., Huang, M. Assessing spatio-temporal variations of precipitation-use efficiency over Tibetan grasslands using MODIS and in-situ observations. Front. Earth Sci. 10, 784–793 (2016). https://doi.org/10.1007/s11707-016-0566-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11707-016-0566-3

Keywords

Navigation