Comparison of single-year and multiyear NDVI time series principal components in cold temperate biomes

被引:58
作者
Hall-Beyer, M [1 ]
机构
[1] Univ Calgary, Dept Geog, Calgary, AB T2M 4J4, Canada
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2003年 / 41卷 / 11期
关键词
Advanced Very High Resolution Radiometer; (AVHRR); ecoregions; normalized difference vegetation index (NDVI); principal components; time series;
D O I
10.1109/TGRS.2003.817274
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Standardized principal components analysis (SPCA) is performed on normalized difference vegetation index (NDVI) time series of a 10degrees latitude by 10degrees longitude area of western Canada including grassland, parkland, and forest ecosystems. When used with input from a single growing season (April-October), early components correspond closely to ecoregional mapping based on long-term vegetation composition. Later components isolate areas showing agricultural practice or climatic stress particular to the year. When three years' growing seasons are input together into a multiyear SPCA, similar patterns occur in the first component. However, components occur early in the series that discriminate areas having different seasonality patterns associated with plant phenology. Deciduous-dominated areas are well distinguished from grasslands. Multiyear SPCA includes an early component apparently related to latitudinal variation in day length, which does not appear in single-year component series. An early component unrelated to any known geographical or climatological pattern or event appears, which may relate to sensor degradation. Both single-year and multiyear SPCA isolate NDVI variability in higher numbered components that is limited in space and/or in time. This allows interpretation of transient or localized events using detailed local data, separating them from regional trends that occur in earlier (lower numbered) components of the series. These results demonstrate the possibility of refining ecoregion mapping based on selected early components to incorporate actual interannual variability for selected time periods as well as the long-term stable elements of biogeoclimatic regions. Longer time series could potentially quantify observed unidirectional trends resulting from climate change.
引用
收藏
页码:2568 / 2574
页数:7
相关论文
共 25 条
[1]  
Adair M, 2002, CAN J REMOTE SENS, V28, P1
[2]  
*ALB AGR FOOD RUR, 1995, ALB AGR WEATH SUMM J, V9
[3]  
[Anonymous], 1999, MATH PRINCIPLES REMO
[4]  
BUDIKOVA D, 2001, THESIS U CALGARY CAL
[5]   Multitemporal, multichannel AVHRR data sets for land biosphere studies - Artifacts and corrections [J].
Cihlar, J ;
Ly, H ;
Li, ZQ ;
Chen, J ;
Pokrant, H ;
Huang, FT .
REMOTE SENSING OF ENVIRONMENT, 1997, 60 (01) :35-57
[6]  
Cihlar J., 1999, CANADIAN J REMOTE SE, V25, P160
[7]  
Cracknell AP, 1997, The Advanced very high-resolution radiometer
[8]  
CUMMINGS SG, 1996, REMOTE SENS ENVIRON, V34, P279
[9]  
EASTMAN JR, 1993, PHOTOGRAMM ENG REM S, V59, P1307
[10]  
EIDENSHINK JC, 1994, 1 KM AVHRR GLOBAL LA