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The relationship between normalized difference vegetation index (NDVI) and climate factors in the semiarid region: A case study in Yalu Tsangpo River basin of Qinghai-Tibet Plateau

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Abstract

The Yalu Tsangpo River basin is a typical semi-arid and cold region in the Qinghai-Tibet Plateau, where significant climate change has been detected in the past decades. The objective of this paper is to demonstrate how the regional vegetation, especially the typical plant types, responds to the climate changes. In this study, the model of gravity center has been firstly introduced to analyze the spatial-temporal relationship between NDVI and climate factors considering the time-lag effect. The results show that the vegetation grown has been positively influenced by the rainfall and precipitation both in moving tracks of gravity center and time-lag effect especially for the growing season during the past thirteen years. The herbs and shrubs are inclined to be influenced by the change of rainfall and temperature, which is indicated by larger positive correlation coefficients at the 0.05 confidence level and shorter lagging time. For the soil moisture, the significantly negative relationship of NDV-PDI indicates that the growth and productivity of the vegetation are closely related to the short-term soil water, with the correlation coefficients reaching the maximum value of 0.81 at Lag 0–1. Among the typical vegetation types of plateau, the shrubs of low mountain, steppe and meadow are more sensitive to the change of soil moisture with coefficients of −0.95, −0.93, −0.92, respectively. These findings reveal that the spatial and temporal heterogeneity between NDVI and climatic factors are of great ecological significance and practical value for the protection of eco-environment in Qinghai-Tibet Plateau.

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References

  • Aboufadel E, Austin D (2006) A new method for computing the mean center of population of the United States. The Professional Geographer 58(1): 65–69. DOI: 10.1111/j.1467-9272.2006.00512.x

    Article  Google Scholar 

  • Anyamba A, Tucker CJ (2005) Analysis of Sahelian vegetation dynamics using NOAA-AVHRR NDVI data from 1981–2003. Journal of Arid Environments 63: 596–614. DOI: 10.1016/j.jaridenv.2005.03.007

    Article  Google Scholar 

  • Bastiaanssen WG (2002) Satellite surveillance of evaporative depletion across the Indus Basin. Water Resources Research 38(1273): 1–9. DOI: 10.1029/2001WR000386

    Google Scholar 

  • Bindlish RM (2006) Soil moisture mapping and AMSR-E validation using the PSR in SMEX02. Remote Sensing of Environment 103: 127–139. DOI: 10.1016/j.rse.2005.02.003

    Article  Google Scholar 

  • Boegh E, Soegaard H (2004) Remote sensing based estimation of evapotranspiration rates. International Journal of Remote Sensing 25: 2535–2551. DOI: 10.1080/01431160310001647975

    Article  Google Scholar 

  • Callaghan TV (2005) Chapter 7, arctic tundra and polar desert ecosystems. Arctic Climate Impact Assessment. Cambridge University Press, Cambridge, UK. pp. 243–352.

    Google Scholar 

  • Ding YH, Dai XS (1994) Temperature variation in China during the last 100 years. Meteorological Monthly 12: 19–23. (In Chinese)

    Google Scholar 

  • Donohue RJ, et al. (2009) Climate-related trends in Australian vegetation cover as inferred from satellite observations, 1981–2006. Global Change Biology 15: 1025–1039. DOI: 10.1111/j.1365-2486.2008.01746.x

    Article  Google Scholar 

  • Fang JY, et al. (2003) Increasing terrestrial vegetation activity in China, 1982–1999. Science in China (Life Sciences) 33: 554–565. (In Chinese)

    Google Scholar 

  • Feng S, et al. (1998) New evidence for the Qinghai-Xizang (Tibet) Plateau as a pilot region of climatic fluctuation in China. Chinese Science Bulletin 43(20): 1475–1479. (In Chinese)

    Article  Google Scholar 

  • Goetz SJ, et al. (2005) Satellite observed photosynthetic trends across boreal North America associated with climate and fire disturbance. Proceedings of the National Academy of Science 102: 13521–13525. DOI: 10.1073/pnas.0506179102

    Article  Google Scholar 

  • Grether JM, Mathys NA (2010) Is the world’s economic center of gravity already in Asia? Area 42(1): 47–50. DOI: 10.1111/j.1475-4762.2009.00895.x

    Article  Google Scholar 

  • Groeneveld DP, Baugh WM (2007) Correcting satellite data to detect vegetation signal for eco-hydrologic analyses. Journal of Hydrology 344: 135–145. DOI: 10.1016/j.jhydrol.2007.07.001

    Article  Google Scholar 

  • Herrmann SM, et al. (2005) Recent trends in vegetation dynamics in the African Sahel and their relationship to climate. Global Environmental Change 15: 394–404. DOI:10.1016/j.gloenvcha.2005.08.004

    Article  Google Scholar 

  • He YB (2011) Exploring spatial change and gravity center movement for ecosystem services value using a spatially explicit ecosystem services value index and gravity model. Environmental Monitoring and Assessment 175(1–4): 563–571. DOI 10.1007/s10661-010-1551-z

    Article  Google Scholar 

  • Hilgard JE (1872) The advance of population in the United States. Scribner’s Monthly 4: 214–218. DOI: 10.2105/AJPH.88.9.1337

    Google Scholar 

  • Holben BN (1986) Characteristics of maximum-value composite images for temporal AVHRR data. International Journal of Remote Sensing 7: 1435–1445. DOI: 10.1080/01431168608948945

    Article  Google Scholar 

  • Hui Y (2011) The dynamic evolution track and the coupling mode analysis for economic gravity center and population gravity center in the contiguous areas of Sichuan, Yunnan and Guizhou Province. Energy Procedia 13: 10052–10060. DOI: 10.1016/j.rse.2011.02.007

    Article  Google Scholar 

  • Jiang L, Islam S (2001) Estimation of surface evaporation map over southern great plains using remote sensing data. Water Resources Research 37(2): 329–340. DOI: 10.1029/2000WR900255

    Article  Google Scholar 

  • Jia SF, et al. (2011) A statistical spatial downscaling algorithm of TRMM precipitation based on NDVI and DEM in the Qaidam Basin of China. Remote Sensing of Environment 115: 3069–3079. DOI:10.1016/j.rse.2011.06.009

    Article  Google Scholar 

  • Ji L, Peters AJ (2003) Assessing vegetation response to drought in the northern great plains using vegetation and drought indices. Remote Sensing of Environment 87: 85–98. DOI: 10.1016/S0034-4257(03)00174-3

    Article  Google Scholar 

  • Johansson (1999) Responses in microbes and plants to changed the temperature, nutrient and light regimes in the Arctic. Ecology 80(6): 1828–1843. DOI: 10.1890/0012-9658(1999)080

    Article  Google Scholar 

  • LeMarie, et al. (2006) The use of remote sensing for monitoring environmental indicators: the case of the Incomati estuary, Mozambique. Physics and Chemistry of the Earth 31: 857–863. DOI:10.1016/j.pce.2006.08.023

    Article  Google Scholar 

  • Li B (2002) Relations between AVHRR NDVI and ecoclimatic parameters in China. International Journal of Remote Sensing 23(5): 989–999. DOI:10.1080/014311602753474192

    Article  Google Scholar 

  • Magagi RD, Kerr YH (2001) Estimating surface soil moisture and soil roughness over semiarid areas from the use of the copolarization ratio. Remote Sensing of Environment 75: 432–445. DOI:0034-4257(00)00185-1

    Article  Google Scholar 

  • Ma M, Frank V (2006) Inter-annual variability of vegetation covers in the Chinese Heihe River Basin and its relation to meteorological parameters. International Journal of Remote Sensing 27(16): 3473–3486. DOI:10.1080/01431160600593031

    Article  Google Scholar 

  • Nie N, et al. (2012) Spatial and temporal Climate variations from 1978 to 2009 and their trend projection over the Yarlung Zangbo River Basin. Journal of Glacology and Grocryology 34(1): 64–71. DOI:10.1016/j.quaint.2011.01.041

    Google Scholar 

  • Okin GS (2001) Degradation of sandy arid shrub land environments: Observations, process modeling, and management implications. Journal of Arid Environments 47(2): 123–144. DOI:10.1006/jare.2000.0711

    Article  Google Scholar 

  • Piao SL, Ciais P, Huang Y, et al. (2010) The impacts of climate changes on water resources and agriculture in China. Nature 467(7311): 43–51. DOI:10.1038/nature09364

    Article  Google Scholar 

  • Piao SL, Mohammat A, Fang JY, et al. (2006) NDVI-based increase in growth of temperate grasslands and its responses to climate changes in China. Global Environmental Change 16: 340–348. DOI: 10.1016/j.gloenvcha.2006.02.002

    Article  Google Scholar 

  • Qiao JJ, Li XJ (2005) The shift route of Chinese economic gravity center in recent 50 years. Areal Research and Development 24(1): 12–16. (In Chinese)

    Google Scholar 

  • Qin Q (2008) Evaluation of MODIS derived perpendicular drought index for estimation of surface dryness over northwestern China. International Journal of Remote Sensing 29(7): 1983–1995. DOI: 10.1080/01431160701355264

    Article  Google Scholar 

  • Raynolds MK (2006) NDVI patterns and phytomass distribution in the circumpolar Arctic. Remote Sensing of Environment 102: 271–281. DOI: 10.1016/j.rse.2006.02.016

    Article  Google Scholar 

  • Richardson AD (2010) Influence of spring and autumn phenological transitions on forest ecosystem productivity. Philosophical Transactions of the Royal Society. B: Biological Sciences 365(1555): 3227–3246. DOI: 10.1098/rstb.2010.0102

    Article  Google Scholar 

  • Richard Y, Poccard I (1998) A statistical study of NDVI sensitivity to seasonal and interannual rainfall variations in southern Africa. International Journal of Remote Sensing 19: 2907–2920. DOI: 10.1080/014311698214343

    Article  Google Scholar 

  • Rungsipanich A, Chancery W (2008) Application of perpendicular drought index in the drought assessment in northeast region of Thailand using MODIS data. In: Proceedings of Asian Conference on Remote Sensing, Available online: http://www.a-a-rs. (Accessed on 1 September 2008)

    Google Scholar 

  • Sandvi R (2005) Eco-hydrological controls on soil-moisture fluxes in arid vadose zones. Master Thesis, New Mexico Institute of Mining and Technology, Socorro, New Mexico, USA.

    Google Scholar 

  • Schmidt H, Karnieli A (2000) Remote sensing of the seasonal variability of vegetation in a semi arid environment. Journal of Arid Environment 45: 43–59. DOI:10.1006/jare.1999.0607

    Article  Google Scholar 

  • Stoms DM, Hargrove WW (2000) Potential NDVI as a baseline for monitoring ecosystem functioning. International Journal of Remote Sensing 21(2): 401–407. DOI: 10.1080/014311600210920

    Article  Google Scholar 

  • Sun R (2002) Dynamic change of net primary productivity and fractional vegetation cover in the Yellow River Basin using multi-temporal AVHRR NDVI data. Journal of Geographical Sciences 12(1): 29–34. (In Chinese)

    Article  Google Scholar 

  • Verbyla D (2008) The greening and browning of Alaska based on 1982-2003 satellite data. Global Ecology and Biogeography 17: 547–555. DOI: 10.1111/j.1466-8238.2008.00396.x

    Article  Google Scholar 

  • Walker MD (2006) Plant community responses to experimental warming across the tundra biome. Proceedings of the National Academy of Sciences 103: 1342–1346. DOI: 10.1111/j.1365-2486.1997.gcb132.x

    Article  Google Scholar 

  • Walther GR (2002) Ecological responses to recent climate change. Nature 416: 389–395. DOI: 10.1038/416389a

    Article  Google Scholar 

  • Wang JB (2009) Spatial-temporal patterns of net primary productivity for 1988-2004 based on Glopem-Cevsa model in the “three-river headwaters” region of Qinghai Province. Journal of Plant Ecology 33: 254–269. (In Chinese)

    Google Scholar 

  • Wang Q, et al. (2005) On the relationship of NDVI with leaf area index in a deciduous forest site. Remote Sensing of Environment 94:244–255. DOI: 10.1016/j.rse.2004.10.006

    Article  Google Scholar 

  • Wang Q, et al. (2004) Similarities in ground and satellite-based NDVI time series and their relationship to physiological activity of a Scots pine forest in Finland. Remote Sensing of Environment 93: 225–237. DOI: 10.1016/j.rse.2004.07.006

    Article  Google Scholar 

  • Xu JH, Yue W (2001) Evolvement and comparative analysis of the population center gravity and the economy gravity center in recent twenty years in China. Scientia Geographica Sinica 23(5): 385–389. (In Chinese)

    Google Scholar 

  • Xu WX, Liu XD (2007) Response of vegetation in the Qinghai-Tibet Plateau to global warming. Chinese Geographical Science 17: 151–159. DOI: 10.1007/s11769-007-0151-5

    Article  Google Scholar 

  • Yang JP, et al. (2006) Spatial and temporal of variations of alpine vegetation cover in the source regions of the Yangtze and Yellow rivers of the Tibetan Plateau from 1982 to 2001. Environmental Geology 50(3): 313–322. DOI: 10.1007/s00254-006-0210-8

    Article  Google Scholar 

  • Yang Z, Li CH, Huang GH, et al. (2010) Analysis of relationships between NDVI and climatic/hydrological parameters in the Yellow River basin. International Journal of Environment and Pollution 42(1/2/3): 166–183. DOI: 10.1504/IJEP.2010.034233

    Article  Google Scholar 

  • Zhong L, et al. (2010) Assessment of vegetation dynamics and their response to variations in precipitation and temperature in the Tibetan Plateau. Climatic Change. DOI: 10.1007/s10584-009-9787-8

    Google Scholar 

  • Zhou DW, et al. (2007) Interannual variability of the normalized difference vegetation index on the Tibetan Plateau and its relationship with climate change. Advances in Atmospheric Sciences 24(3): 474–484. DOI: 10.1007/s00376-007-0474-2

    Article  Google Scholar 

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Guo, B., Zhou, Y., Wang, Sx. et al. The relationship between normalized difference vegetation index (NDVI) and climate factors in the semiarid region: A case study in Yalu Tsangpo River basin of Qinghai-Tibet Plateau. J. Mt. Sci. 11, 926–940 (2014). https://doi.org/10.1007/s11629-013-2902-3

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