Observational evidence for impacts of vegetation change on local surface climate over northern China using the Granger causality test

Abstract The three-north region in China (northeastern, northwestern, and northern China) is one of the most environmentally vulnerable regions in the country. To improve the local natural environment, the Chinese government launched the Three-North Shelter Forest Program (TNSFP), one of the largest afforestation/reforestation programs in the world. This program has led to significant changes in vegetation. Although many studies have evaluated the impacts of vegetation changes on local climate in this region, their results are highly inconsistent. In this study, evidence for local monthly climate impacts of vegetation change was investigated using remotely sensed data and ground meteorological measurements during the growing season (May to September) from 1982 to 2011 using the bivariate Granger causality test. The results showed that the local near-surface climate is sensitive mostly to vegetation changes characterized by the normalized difference vegetation index (NDVI) in arid and semi-arid regions, and that vegetation plays a more important role in influencing hydro-climate in the arid/semi-arid zones than in other zones, which has great implications for water resources in this dry region. Moreover, NDVI changes in northeastern China have a significantly negative influence on air temperature but no other climatic variables, whereas the test results in northern China is not as objective as other zones due to the rapid urbanization. All these results suggest that the local climate is very sensitive to the variations in vegetation in arid and semi-arid regions, so extra caution should be taken when planting trees in this area.

[1]  Shunlin Liang,et al.  Forest Cover Changes in the Three-North Shelter Forest Region of China during 1990 to 2005 , 2015 .

[2]  H. Akaike Autoregressive model fitting for control , 1971 .

[3]  Ranga B. Myneni,et al.  The effect of vegetation on surface temperature: A statistical analysis of NDVI and climate data , 2003 .

[4]  John E. Walsh,et al.  Thermodynamic and Hydrological Impacts of Increasing Greenness in Northern High Latitudes , 2006 .

[5]  Dongdong Fan,et al.  Comprehensive eco-environmental effects of the shelter-forest ecological engineering along the Tarim Desert Highway , 2008 .

[6]  Zhuoqi Chen,et al.  Validation of China-wide interpolated daily climate variables from 1960 to 2011 , 2015, Theoretical and Applied Climatology.

[7]  G. Bonan,et al.  Changes in Arctic vegetation amplify high-latitude warming through the greenhouse effect , 2009, Proceedings of the National Academy of Sciences.

[8]  Yuwei Li,et al.  Fractional Forest Cover Changes in Northeast China From 1982 to 2011 and Its Relationship With Climatic Variations , 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[9]  D. Stephenson,et al.  Granger Causality of Coupled Climate Processes: Ocean Feedback on the North Atlantic Oscillation , 2006 .

[10]  Edwin W. Pak,et al.  An extended AVHRR 8‐km NDVI dataset compatible with MODIS and SPOT vegetation NDVI data , 2005 .

[11]  Alessandro Attanasio,et al.  Testing for linear Granger causality from natural/anthropogenic forcings to global temperature anomalies , 2012, Theoretical and Applied Climatology.

[12]  G. Sun,et al.  Potential water yield reduction due to forestation across China , 2006 .

[13]  Liming Zhou,et al.  Afforestation in China cools local land surface temperature , 2014, Proceedings of the National Academy of Sciences.

[14]  Snigdhansu Chatterjee,et al.  Exploring Granger causality between global average observed time series of carbon dioxide and temperature , 2011 .

[15]  P. K. Snyder,et al.  Evaluating the influence of different vegetation biomes on the global climate , 2004 .

[16]  Robert K. Kaufmann,et al.  Investigating soil moisture feedbacks on precipitation with tests of Granger causality , 2002 .

[17]  Zhengyu Liu,et al.  Observed Vegetation–Climate Feedbacks in the United States* , 2006 .

[18]  Huaimin Xu,et al.  Layer structure, petroleum accumulation system and characteristic of subtle reservoir of continental basins in eastern China: Taking Jiyang depression for example , 2008 .

[19]  Zhibao Dong,et al.  Has the Three Norths Forest Shelterbelt Program solved the desertification and dust storm problems in arid and semiarid China , 2010 .

[20]  K. Seto,et al.  Climate Response to Rapid Urban Growth: Evidence of a Human-Induced Precipitation Deficit , 2007 .

[21]  Jakob B. Madsen Book review: Basic Econometrics, Damodar N. Gujarati, McGraw-Hill, New York, 1995 , 1998 .

[22]  C. Tucker,et al.  A large carbon sink in the woody biomass of Northern forests , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[23]  K. Caldeira,et al.  Combined climate and carbon-cycle effects of large-scale deforestation , 2006, Proceedings of the National Academy of Sciences.

[24]  Yan Qiaoling Review on the shelter forest decline , 2009 .

[25]  Nathaniel A. Brunsell,et al.  Characterization of land-surface precipitation feedback regimes with remote sensing , 2006 .

[26]  C J Tucker,et al.  Drier summers cancel out the CO2 uptake enhancement induced by warmer springs. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[27]  Granger causality and Atlantic hurricanes , 2007 .

[28]  Shixiong Cao,et al.  Why large-scale afforestation efforts in China have failed to solve the desertification problem. , 2008, Environmental science & technology.

[29]  Christopher B. Field,et al.  Protecting climate with forests , 2008 .

[30]  R. B. Jackson,et al.  Biophysical considerations in forestry for climate protection , 2011 .

[31]  Cheng Hsiao,et al.  AUTOREGRESSIVE MODELLING AND MONEY-INCOME CAUSALITY DETECTION , 1981 .

[32]  Wang Hanjie,et al.  A simulation study on the eco-environmental effects of 3N Shelterbelt in North China , 2003 .

[33]  The relative importance of monetary and fiscal policies in selected African countries , 1994 .

[34]  Weilai Shi,et al.  The Regional Climate Effects of Replacing Farmland and Re-greening the Desertification Lands with Forest or Grass in West China , 2003 .

[35]  M. Ma,et al.  Interannual variability of vegetation cover in the Chinese Heihe River Basin and its relation to meterological parameters , 2006 .

[36]  Shunlin Liang,et al.  Improved vegetation greenness increases summer atmospheric water vapor over Northern China , 2013 .

[37]  C. Granger Investigating causal relations by econometric models and cross-spectral methods , 1969 .

[38]  Xi-ming Zhang,et al.  Plants water status of the shelterbelt along the Tarim Desert Highway , 2008 .

[39]  Ge Yu,et al.  Simulations of regional climatic effects of vegetation change in China , 2002 .

[40]  Cheng Hsiao,et al.  Autoregressive Modeling of Canadian Money and Income Data , 1979 .

[41]  John A. Stanturf,et al.  Modeling the Potential of the Northern China Forest Shelterbelt in Improving Hydroclimate Conditions 1 , 2008 .

[42]  W. Xiong,et al.  Quantitative estimate of water yield reduction caused by forestation in a water‐limited area in northwest China , 2009 .

[43]  Jinyan Zhan,et al.  Spatio-temporal patterns and driving forces of urban land expansion in China during the economic reform era. , 2005 .

[44]  C. Tucker,et al.  Variations in northern vegetation activity inferred from satellite data of vegetation index during 1981 to 1999 , 2001 .

[45]  G. Bonan Forests and Climate Change: Forcings, Feedbacks, and the Climate Benefits of Forests , 2008, Science.

[46]  C. Granger Causality, cointegration, and control , 1988 .

[47]  N. Ramankutty,et al.  Green surprise? How terrestrial ecosystems could affect earth’s climate , 2003 .

[48]  Stefan Mittnik,et al.  Misspecifications in vector autoregressions and their effects on impulse responses and variance decompositions , 1993 .

[49]  C. Potter,et al.  Feedbacks of Vegetation on Summertime Climate Variability over the North American Grasslands. Part I: Statistical Analysis , 2006 .

[50]  Jianguo Liu,et al.  Ecological and socioeconomic effects of China's policies for ecosystem services , 2008, Proceedings of the National Academy of Sciences.