Using MODIS time series data to estimate aboveground biomass and its spatio-temporal variation in Inner Mongolia’s grassland between 2001 and 2011

It is critical to understanding grassland biomass and its dynamics to study regional carbon cycles and the sustainable use of grassland resources. In this study, we estimated aboveground biomass (AGB) and its spatio-temporal pattern for Inner Mongolia’s grassland between 2001 and 2011 using field samples, Moderate Resolution Imaging Spectroradiometer normalized difference vegetation index (MODIS-NDVI) time series data, and statistical models based on the relationship between NDVI and AGB. We also explored possible relationships between the spatio-temporal pattern of AGB and climatic factors. The following results were obtained: (1) AGB averaged 19.1 Tg C (1 Tg = 1012 g) over a total area of 66.01 × 104 km2 between 2001 and 2011 and experienced a general fluctuation (coefficient of variation = 9.43%), with no significant trend over time (R2 = 0.05, p > 0.05). (2) The mean AGB density was 28.9 g C m−2 over the whole study area during the 11 year period, and it decreased from the northeastern part of the grassland to the southwestern part, exhibiting large spatial heterogeneity. (3) The AGB variation over the 11 year period was closely coupled with the pattern of precipitation from January to July, but we did not find a significant relationship between AGB and the corresponding temperature changes. Precipitation was also an important factor in the spatial pattern of AGB over the study area (R2 = 0.41, p < 0.001), while temperature seemed to be a minor factor (R2 = 0.14, p < 0.001). A moisture index that combined the effects of precipitation and temperature explained more variation in AGB than did precipitation alone (R2 = 0.45, p < 0.001). Our findings suggest that establishing separate statistical models for different vegetation conditions may reduce the uncertainty of AGB estimation on a large spatial scale. This study provides support for grassland administration for livestock production and the assessment of carbon storage in Inner Mongolia.

[1]  Jin Chen,et al.  Analysis of NDVI and scaled difference vegetation index retrievals of vegetation fraction , 2006 .

[2]  Tsuyoshi Akiyama,et al.  Monitoring of forage conditions with MODIS imagery in the Xilingol steppe, Inner Mongolia , 2005 .

[3]  Yiqi Luo Terrestrial Carbon-Cycle Feedback to Climate Warming , 2007 .

[4]  Dominique Arrouays,et al.  Carbon cycling and sequestration opportunities in temperate grasslands , 2004 .

[5]  O. Zhi,et al.  Ecosystem services and their valuation of China grassland , 2004 .

[6]  Carl Zeiss Promenade Carbon storage in grasslands of China , 2002 .

[7]  L. S. Galvão,et al.  Role of organic matter in obliterating the effects of iron on spectral reflectance and colour of Brazilian tropical soils , 1998 .

[8]  B. Hungate,et al.  Biogeochemical and ecological feedbacks in grassland responses to warming , 2012 .

[9]  R. Jackson,et al.  Spectral response of a plant canopy with different soil backgrounds , 1985 .

[10]  He Jinsheng,et al.  Above- and belowground biomass in relation to envi-ronmental factors in temperate grasslands, Inner Mongolia , 2008 .

[11]  Jingyun Fang,et al.  Aboveground biomass in Tibetan grasslands , 2009 .

[12]  Shilong Piao,et al.  NDVI-based increase in growth of temperate grasslands and its responses to climate changes in China , 2006 .

[13]  Shaoqiang Wang,et al.  Carbon storage in the grasslands of China based on field measurements of above- and below-ground biomass , 2008 .

[14]  Lei Zhang,et al.  A comparison of two models with Landsat data for estimating above ground grassland biomass in Inner Mongolia, China , 2009 .

[15]  Z. Qin,et al.  MODIS‐based remote sensing monitoring of grass production in China , 2008 .

[16]  W. Bausch Soil background effects on reflectance-based crop coefficients for corn☆ , 1993 .

[17]  Jingyun Fang,et al.  Above- and belowground biomass in relation to environmental factors in temperate grasslands, Inner Mongolia , 2008, Science in China Series C: Life Sciences.

[18]  E. Small,et al.  The impact of soil reflectance on the quantification of the green vegetation fraction from NDVI , 2005 .

[19]  Zhao Bing-ru Estimate the yield of grassland using MODIS-NDVI——a case study of the grassland in Xilinguole in Inner Mongolia , 2004 .

[20]  R. J. Olson,et al.  Estimating net primary productivity from grassland biomass dynamics measurements , 2002 .

[21]  D. Baldocchi,et al.  Inter-annual variability in carbon dioxide exchange of an oak/grass savanna and open grassland in California , 2007 .

[22]  S. Piao,et al.  Changes in biomass carbon stocks in China's grasslands between 1982 and 1999 , 2007 .

[23]  Guirui Yu,et al.  Spatial variations in aboveground net primary productivity along a climate gradient in Eurasian temperate grassland: effects of mean annual precipitation and its seasonal distribution , 2012 .

[24]  Jingyun Fang,et al.  Ecosystem carbon stocks and their changes in China’s grasslands , 2010, Science China Life Sciences.

[25]  Piao Shi,et al.  SPATIAL DISTRIBUTION OF GRASSLAND BIOMASS IN CHINA , 2004 .

[26]  Ji-xi Gao,et al.  A ground spectral model for estimating biomass at the peak of the growing season in Hulunbeier grassland, Inner Mongolia, China , 2012 .

[27]  J. Ni,et al.  Estimating net primary productivity of grasslands from field biomass measurements in temperate northern China , 2004, Plant Ecology.

[28]  Yu Guirui,et al.  Spatiotemporal dynamics of aboveground primary productivity along a precipitation gradient in Chinese temperate grassland , 2007 .

[29]  Osvaldo E. Sala,et al.  CONTROLS OF GRASS AND SHRUB ABOVEGROUND PRODUCTION IN THE PATAGONIAN STEPPE , 2000 .

[30]  Jianguo Wu,et al.  Ecosystem stability and compensatory effects in the Inner Mongolia grassland , 2004, Nature.

[31]  Bin Xu,et al.  Remote Sensing Dynamic Estimation of Grass Production in Xilinguole,Inner Mongolia , 2011 .

[32]  Jingyun Fang,et al.  Biomass carbon stocks and their changes in northern China’s grasslands during 1982–2006 , 2010, Science China Life Sciences.

[33]  Philippe Ciais,et al.  The carbon balance of terrestrial ecosystems in China , 2009, Nature.

[34]  C. Tucker,et al.  Higher northern latitude normalized difference vegetation index and growing season trends from 1982 to 1999 , 2001, International journal of biometeorology.

[35]  F. Baret,et al.  Relating soil surface moisture to reflectance , 2002 .

[36]  Gin-Rong Liu,et al.  Estimation of aerosol optical depth by applying the optimal distance number to NOAA AVHRR data , 2002 .