Chin J Plant Ecol ›› 2016, Vol. 40 ›› Issue (1): 13-23.DOI: 10.17521/cjpe.2015.0236
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ZHANG Qi1,2, YUAN Xiu-Liang1,2, CHEN Xi1, LUO Ge-Ping1, LI Long-Hui1,*
Online:
2016-01-01
Published:
2016-01-28
Contact:
Long-Hui LI
About author:
# Co-first authors
ZHANG Qi, YUAN Xiu-Liang, CHEN Xi, LUO Ge-Ping, LI Long-Hui. Vegetation change and its response to climate change in Central Asia from 1982 to 2012[J]. Chin J Plant Ecol, 2016, 40(1): 13-23.
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URL: https://www.plant-ecology.com/EN/10.17521/cjpe.2015.0236
Fig. 1 The annual mean of normalized difference vegetation index (NDVI)(The gray line indicates contour line, the interval between lines is 1000 m) (A), annual precipitation (B), annual mean air temperature (C) in the period of 1982-2012; the spatial pattern of annual mean NDVI change (D) (p < 0.05), annual precipitation change (E) and annual mean air temperature change (F) (the point represents p < 0.05) in the period of 1982-2012; the temporal trends of the annual mean NDVI (G), the annual precipitation (H), the annual mean air temperature (I) in the period of 1982-2012.
Fig. 2 The partial correlation coefficients between annual mean normalized difference vegetation index (NDVI) and annual precipitation (A) and annual mean air temperature (B) in the period of 1982-2012 (p < 0.05).
Fig. 3 The first two leading spatial modes (A, B) and their associated time coefficients (C, D) obtained from empirical orthogonal function of annual mean normalized difference vegetation index (NDVI) over Central Asia in the period of 1982-2012.
模态 Mode | 方差贡献率 Variance contribution (%) | ||
---|---|---|---|
归一化植被指数 Normalized difference vegetation index | 降水量 Precipitation | 气温 Air temperature | |
1 | 22 | 35 | 74 |
2 | 17 | 15 | 10 |
3 | 9 | 8 | 6 |
累计方差 Cumulative variance | 48 | 58 | 90 |
Table 1 The variance contribution by the first three leading modes of annual mean normalized difference vegetation index (NDVI), annual precipitation and annual mean air temperature in Central Asia from empirical orthogonal function.
模态 Mode | 方差贡献率 Variance contribution (%) | ||
---|---|---|---|
归一化植被指数 Normalized difference vegetation index | 降水量 Precipitation | 气温 Air temperature | |
1 | 22 | 35 | 74 |
2 | 17 | 15 | 10 |
3 | 9 | 8 | 6 |
累计方差 Cumulative variance | 48 | 58 | 90 |
Fig. 4 The first two leading spatial patterns (A, B) and their associated time coefficients (C, D) obtained from empirical orthogonal function of annual precipitation over Central Asia in the period of 1982-2012.
Fig. 5 The first leading spatial patterns (A) and its associated time coefficients (B) obtained from empirical orthogonal function of annual mean air temperature over Central Asia in the period of 1982-2012.
Fig. 6 Spatial patterns of the first three leading modes obtained from singular value decomposition between normalized difference vegetation index (NDVI) (A, B, C) and annual precipitation (D, E, F) for the period of 1982 to 2012, and their corresponding time coefficients (G, H, I).
模态 Mode | NDVI与降水量 NDVI and precipitation | NDVI与气温 NDVI and air temperature | |||
---|---|---|---|---|---|
方差贡献率 Variance contribution (%) | 相关系数 Correlation coefficients | 方差贡献率 Variance contribution (%) | 相关系数 Correlation coefficients | ||
1 | 49 | 0.73* | 77 | 0.64* | |
2 | 19 | 0.81* | 13 | -0.38 | |
3 | 8 | 0.75* | 4 | 0.02 |
Table 2 The variance contribution by the first three leading modes of singular value decomposition between annual mean normalized difference vegetation index (NDVI) and annual precipitation, and annual mean air temperature in Central Asia.
模态 Mode | NDVI与降水量 NDVI and precipitation | NDVI与气温 NDVI and air temperature | |||
---|---|---|---|---|---|
方差贡献率 Variance contribution (%) | 相关系数 Correlation coefficients | 方差贡献率 Variance contribution (%) | 相关系数 Correlation coefficients | ||
1 | 49 | 0.73* | 77 | 0.64* | |
2 | 19 | 0.81* | 13 | -0.38 | |
3 | 8 | 0.75* | 4 | 0.02 |
Fig. 7 Spatial patterns of the first leading modes obtained from singular value decomposition between normalized difference vegetation index (NDVI) (A) and annual mean air temperature (B) for the period of 1982 to 2012 and associated time coefficients (C).
1 | Bojanowski JS, Kowalik W, Bochenek Z (2009). Noise reduction of NDVI time series: A robust method based on Savitzky-Golay filter.Annals of Geomatics, 7, 13-21. |
2 | Chen FH, Huang W, Jin LY, Chen JH, Wang JS (2011). Spatiotemporal precipitation variations in the arid Central Asia in the context of global warming.Science China Earth Sciences, 54, 1812-1821. |
3 | Chen X (2012). Retrieval and Analysis of Evapotranspiration in Central Areas of Asia. China Meteorological Press, Beijing. 111. (in Chinese) |
[陈曦 (2012). 亚洲中部干旱区蒸散发研究. 气象出版社, 北京. 111.] | |
4 | de Beurs KM, Henebry GM (2004). Land surface phenology, climatic variation, and institutional change: Analyzing agricultural land cover change in Kazakhstan.Remote Sensing of Environment, 89, 497-509. |
5 | de Beurs KM, Wright CK, Henebry GM (2009). Dual scale trend analysis for evaluating climatic and anthropogenic effects on the vegetated land surface in Russia and Kazakhstan.Environmental Research Letters, 4, 940-941. doi: 10.1016/ j.rse.2003.11.006. |
6 | Du JQ, Shu JM, Yin JQ, Yuan XJ, Jiaerheng A, Xiong SS, He P, Liu WL (2015). Analysis on spatio-temporal trends and drivers in vegetation growth during recent decades in Xinjiang, China.International Journal of Applied Earth Observation and Geoinformation, 38, 216-228. |
7 | Fang JY, Piao SL, He JS, Ma WH (2003). Vegetation activity increased in China in nearly 20 years.Science in China Series C: Life Sciences, 33, 554-565. (in Chinese) |
[方精云, 朴世龙, 贺金生, 马文红 (2003). 近20年来中国植被活动在增强. 中国科学(C辑:生命科学), 33, 554-565.] | |
8 | Fensholt R, Langanke T, Rasmussen K, Reenberg A, Prince SD, Tucker C, Scholes RJ, Le QB, Bondeau A, Eastman R, Epstein H, Gaughan AE, Hellden U, Mbow C, Olsson L, Paruelo J, Schweitzer C, Seaquist J, Wessels K (2012). Greenness in semi-arid areas across the globe 1981-2007: An earth observing satellite based analysis of trends and drivers.Remote Sensing of Environment, 121, 144-158. |
9 | Gessner U, Naeimi V, Klein I, Kuenzer C, Klein D, Dech S (2013). The relationship between precipitation anomalies and satellite-derived vegetation activity in Central Asia.Global and Planetary Change, 110, 74-87. |
10 | Gimeno R, Manchado B, Mı?nguez R (1999). Stationarity tests for financial time series.Physica A: Statistical Mechanics and its Applications, 269, 72-78. |
11 | Hu ZY, Zhang C, Hu Q, Tian HQ (2014). Temperature changes in Central Asia from 1979 to 2011 based on multiple datasets.Journal of Climate, 27, 1143-1167. |
12 | IGBP (The International Geosphere Biosphere Programme) (1997). The Terrestrial Biosphere and Global Change. Cambridge University Press, Stockholm, Sweden. |
13 | Jiang B, Liang SL, Yuan WP (2015). Observational evidence for impacts of vegetation change on local surface climate over northern China using the Granger causality test.Journal of Geophysical Research, 120, 1-12. |
14 | Johnson RA, Wichern DW (2007). Applied Multivariate Statistical Analysis. 6th edn. Pearson Prentice Hall Press, US. 401-409. |
15 | Jordi A, Basterretxea G (2012). Using SVD analysis of combined altimetry and ocean color satellite data for assessing basin scale physical-biological coupling in the Mediterranean Sea.Remote Sensing of Biomass, 6, 123-140. |
16 | Kariyeva J, van Leeuwen WJD, Woodhouse CA (2012). Impacts of climate gradients on the vegetation phenology of major land use types in Central Asia (1981-2008).Frontiers of Earth Science, 6, 206-225. |
17 | Lioubimtseva E, Cole R, Adams JM, Kapustin G (2005). Impacts of climate and land-cover changes in arid lands of Central Asia.Journal of Arid Environments, 62, 285-308. |
18 | Lioubimtseva E, Henebry GM (2009). Climate and environmental change in arid Central Asia: Impacts, vulnerability, and adaptations.Journal of Arid Environments, 73, 963-977. |
19 | Loboda TV, Giglio L, Boschetti L, Justice CO (2012). Regional fire monitoring and characterization using global NASA MODIS fire products in dry lands of Central Asia.Frontiers of Earth Science, 6, 196-205. |
20 | Luo GP, Han QF, Zhou DC, Li L, Chen X, Li Y, Hu YK, Li BL (2012). Moderate grazing can promote aboveground primary production of grassland under water stress.Ecological Complexity, 11, 126-136. |
21 | Mohammat A, Wang XH, Xu XT, Peng LQ, Yang Y, Zhang XP, Myneni RB, Piao SL (2013). Drought and spring cooling induced recent decrease in vegetation growth in Inner Asia. Agricultural and Forest Meteorology, 178-179, 21-30. |
22 | Park HS, Sohn BJ (2010). Recent trends in changes of vegetation over East Asia coupled with temperature and rainfall variations.Journal of Geophysical Research, 115, D14101. doi: 10.1029/2009JD012752. |
23 | Peng SS, Chen AP, Xu L, Cao CX, Fang JY, Myneni RB, Pinzon JE, Tucker CJ, Piao SL (2011). Recent change of vegetation growth trend in China.Environmental Research Letters, 6, 044027. doi: 10.1088/1748-9326/6/4/044027. |
24 | Piao SL, Wang XH, Ciais P, Zhu B, Wang T, Liu J (2011). Changes in satellite-derived vegetation growth trend in temperate and boreal Eurasia from 1982 to 2006.Global Change Biology, 17, 3228-3239. |
25 | Prohaska JT (1976). A technique for analyzing the linear relationships between two meteorological fields.Monthly Weather Review, 104, 1345-1353. |
26 | Propastin PA, Kappas M, Muratova NR (2008a). Inter-annual changes in vegetation activities and their relationship to temperature and precipitation in Central Asia from 1982 to 2003.Journal of Environmental Informatics, 12, 75-87. |
27 | Propastin PA, Kappas M, Muratova NR (2008b). A remote sensing based monitoring system for discrimination between climate and human-induced vegetation change in Central Asia.Management of Environmental Quality, 19, 579-596. |
28 | Slayback DA, Pinzon JE, Los SO, Tucker CJ (2003). Northern hemisphere photosynthetic trends 1982-99.Global Change Biology, 9, 1-15. |
29 | Sugihara G, May R, Ye H, Hsieh CH, Deyle E, Fogarty M, Munch S (2012). Detecting causality in complex ecosystems.Science, 338, 496-500. |
30 | Suo YX, Wang ZX, Liu C, Yu BH (2009). Relationship |
31 | between NDVI and precipitation and temperature in Middle Asia during1982-2002.Resources Science, 31, 1422-1429. (in Chinese with English abstract) |
[索玉霞, 王正兴, 刘闯, 于伯华 (2009). 中亚地区1982年至2002年植被指数与气温和降水的相关性分析. 资源科学, 31, 1422-1429.] | |
32 | Tsonis AA, Deyle ER, May RM, Sugihara G, Swanson K, Verbeten JD, Wang GL (2015). Dynamical evidence for causality between galactic cosmic rays and interannual variation in global temperature.Proceedings of the National Academy of Sciences of the United States of America, 112, 3253-3256. |
33 | Wei FY (2007). Modern Climate Statistics and Forecast Technology. 2nd edn. China Meteorological Press, Beijing. 114. (in Chinese) |
[魏凤英 (2007). 现代气候统计诊断与预测技术第二版. 气象出版社, 北京. 114.] | |
34 | Wright CK, de Beurs KM, Akhmadieva ZK, Groisman PY, Henebry GM (2009). Reanalysis data underestimate significant changes in growing season weather in Kazakhstan.Environmental Research Letters, 4, 0450202. doi: 10. 1088/1748- 9326/4/4/045020. |
35 | Xu XR (2005). Remote Sensing Physics. The Peking University Publishing House, Beijing. 176. (in Chinese) |
[徐希濡 (2005). 遥感物理. 北京大学出版社, 北京. 176.] | |
36 | Zhang XZ (2014). Main models of variations of autumn vegetation greenness in the mid-latitude of north hemisphere in 1982-2011.Scientia Geographica Sinica, 34, 1226-1232. (in Chinese with English abstract) |
[张学珍 (2014). 1982-2011年北半球中纬度秋季植被绿度变化的主要模态. 地理科学, 34, 1226-1232.] | |
37 | Zhao X, Tan K, Zhao SQ, Fang JY (2011). Changing climate affects vegetation growth in the arid region of the northwestern China.Journal of Arid Environments, 75, 946-952. |
38 | Zhou KF, Zhang Q, Chen X, Sun L (2007). Features and trends of the environmental change in the arid areas in Central Asia.Science China Series D: Earth Sciences, 50, 142-148. |
39 | Zhou Y, Zhang L, Fensholt R, Wang K, Vitkovskaya I, Tian F (2015). Climate contributions to vegetation variations in Central Asian drylands: Pre-and Post-USSR collapse.Remote Sensing, 7, 2449-2470. |
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