Large-scale detection of vegetation dynamics and their potential drivers using MODIS images and BFAST: A case study in Quebec, Canada

被引:104
作者
Fang, Xiuqin [1 ,4 ]
Zhu, Qiuan [2 ]
Ren, Liliang [3 ]
Chen, Huai [5 ,6 ]
Wang, Kai [1 ]
Peng, Changhui [2 ,4 ]
机构
[1] Hohai Univ, Sch Earth Sci & Engn, Nanjing 210098, Jiangsu, Peoples R China
[2] Northwest Agr & Forest Univ, Coll Forestry, Lab Ecol Forecasting & Global Change, Yangling 712100, Peoples R China
[3] Hohai Univ, State Key Lab Hydrol Water Resources & Hydraul En, Nanjing 210098, Jiangsu, Peoples R China
[4] Univ Quebec, Inst Environm Sci, Dept Biol Sci, Montreal, PQ H3C 3P8, Canada
[5] Chinese Acad Sci, Chengdu Inst Biol, Key Lab Mt Ecol Restorat & Bioresource Utilizat, Chengdu 610041, Sichuan, Peoples R China
[6] Chinese Acad Sci, Chengdu Inst Biol, Ecol Restorat Biodivers Conservat Key Lab Sichuan, Chengdu 610041, Sichuan, Peoples R China
基金
加拿大自然科学与工程研究理事会;
关键词
Vegetation dynamics; MODIS NDVI; BFAST; Quebec; Canada; Vegetation disturbances; LANDSAT TIME-SERIES; FOREST DISTURBANCE; CLIMATE VARIABILITY; SOUTHERN QUEBEC; BOREAL FORESTS; TREND ANALYSIS; NDVI; COVER; PHENOLOGY; DROUGHT;
D O I
10.1016/j.rse.2017.11.017
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Monitoring vegetation dynamics at global scale is equally important in the context of terrestrial ecosystem carbon exchange and climate-biosphere, interactions. The Breaks For Additive Seasonal and Trend (BFAST) method and Moderate Resolution Imaging Spectroradiometer (MODIS) 16-day Normalized Difference Vegetation Index (NDVI) at a spatial resolution of 250 m were used to detect vegetation dynamics in Quebec during 2000-2011. The overall agreement between BFAST detected breaks and observed disturbances was about 64% with the highest agreement up to 80% for "Fire" disturbance. The results presented in this study indicated that 25.7% of the total study area experienced NDVI trend changes with one or more breaks during 2000-2011, most of which were detected in the Boreal Shield eco-zone along the coastline of the Gulf of St. Lawrence. Abrupt vegetation changes barely varied under different eco-zones while considerably varied with different land cover types. The abrupt changes areas in 2002 and 2009 were the two greatest, with area percentages of 17.4% and 29.1% of the whole area, respectively. The area percentages of years with abrupt trend changes indicated that abrupt vegetation greening occurred in 2008 and 2009, especially in 2009, with 58.3% of the overall abrupt greening. Abrupt vegetation browning occurred in 2002, 2003, 2005 and 2007, especially in 2002, with 28.2% of the overall abrupt browning. Moreover, our results indicated that the detected vegetation trends varied temporally and spatially. Disturbances from existing field observations or remotely sensed images could only interpret < 40% of the vegetation changes. The impact of climate change on vegetation dynamic is particularly worth being investigated in the future work. To our knowledge, this study is one of the few attempting to explore large-scale detection of vegetation dynamics and their potential drivers in eastern Canada.
引用
收藏
页码:391 / 402
页数:12
相关论文
共 64 条
[1]   Determination of deforestation rates of the world's humid tropical forests [J].
Achard, F ;
Eva, HD ;
Stibig, HJ ;
Mayaux, P ;
Gallego, J ;
Richards, T ;
Malingreau, JP .
SCIENCE, 2002, 297 (5583) :999-1002
[2]   Monitoring spring canopy phenology of a deciduous broadleaf forest using MODIS [J].
Ahl, Douglas E. ;
Gower, Stith T. ;
Burrows, Sean N. ;
Shabanov, Nikolay V. ;
Myneni, Ranga B. ;
Knyazikhin, Yuri .
REMOTE SENSING OF ENVIRONMENT, 2006, 104 (01) :88-95
[3]   Forest regeneration 50 years following partial cutting in mixedwood ecosystems of southern Quebec, Canada [J].
Archambault, Louis ;
Delisle, Claude ;
Larocque, Guy R. .
FOREST ECOLOGY AND MANAGEMENT, 2009, 257 (02) :703-711
[4]   Fifty years of forest dynamics following diameter-limit cuttings in balsam fir - yellow birch stands of the Lower St. Lawrence region, Quebec [J].
Archambault, Louis ;
Delisle, Claude ;
Larocque, Guy R. ;
Sirois, Luc ;
Belleau, Pierre .
CANADIAN JOURNAL OF FOREST RESEARCH, 2006, 36 (11) :2745-2755
[5]   Computation and analysis of multiple structural change models [J].
Bai, J ;
Perron, P .
JOURNAL OF APPLIED ECONOMETRICS, 2003, 18 (01) :1-22
[6]   Past, current, and future fire frequencies in Quebec's commercial forests: implications for the cumulative effects of harvesting and fire on age-class structure and natural disturbance-based management [J].
Bergeron, Yves ;
Cyr, Dominic ;
Drever, C. Ronnie ;
Flannigan, Mike ;
Gauthier, Sylvie ;
Kneeshaw, Daniel ;
Lauzon, Eve ;
Leduc, Alain ;
Le Goff, Heloise ;
Lesieur, Daniel ;
Logan, Kimberley .
CANADIAN JOURNAL OF FOREST RESEARCH, 2006, 36 (11) :2737-2744
[7]  
Canadian Forest Service, 2015, CAN NAT FIR DAT AG F
[8]   Abrupt spatiotemporal land and water changes and their potential drivers in Poyang Lake, 2000-2012 [J].
Chen, Lifan ;
Michishita, Ryo ;
Xu, Bing .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2014, 98 :85-93
[9]   A study of forest vegetation dynamics in the south of the Krasnoyarskii Krai in spring [J].
Chernetskiy, M. ;
Pasko, I. ;
Shevyrnogov, A. ;
Slyusar, N. ;
Khodyayev, A. .
ADVANCES IN SPACE RESEARCH, 2011, 48 (05) :819-825
[10]  
Cleveland RB, 1990, J Off Stat, P3