Exploring Relationships among Tree-Ring Growth, Climate Variability, and Seasonal Leaf Activity on Varying Timescales and Spatial Resolutions

被引:47
作者
Bhuyan, Upasana [1 ]
Zang, Christian [2 ]
Vicente-Serrano, Sergio M. [3 ]
Menzel, Annette [1 ,4 ]
机构
[1] Tech Univ Munich, Dept Ecol & Ecosyst Management, Ecoclimatol, D-85354 Freising Weihenstephan, Germany
[2] Tech Univ Munich, Dept Ecol & Ecosyst Management, Land Surface Atmosphere Interact, D-85354 Freising Weihenstephan, Germany
[3] CSIC, IPE, Zaragoza 50059, Spain
[4] Tech Univ Munich, Inst Adv Study, D-85748 Garching, Germany
基金
欧洲研究理事会;
关键词
radial growth; NDVI; MODIS; GIMMS3g; phenology; dendroecology; scPDSI; MAXIMUM LATEWOOD DENSITY; LAND-SURFACE PHENOLOGY; GROWING-SEASON; FOREST GROWTH; NDVI; RESPONSES; TRENDS; AVHRR;
D O I
10.3390/rs9060526
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In the first section of this study, we explored the relationship between ring width index (RWI) and normalized difference vegetation index (NDVI) time series on varying timescales and spatial resolutions, hypothesizing positive associations between RWI and current and previous- year NDVI at 69 forest sites scattered in the Northern Hemisphere. We noted that the relationship between RWI and NDVI varies over space and between tree types (deciduous versus coniferous), bioclimatic zones, cumulative NDVI periods, and spatial resolutions. The high-spatial-resolution NDVI (MODIS) reflected stronger growth patterns than those with coarse-spatial-resolution NDVI (GIMMS3g). In the second section, we explore the link between RWI, climate and NDVI phenological metrics (in place of NDVI) for the same forest sites using random forest models to assess the complicated and nonlinear relationships among them. The results are as following (a) The model using high-spatial-resolution NDVI time series explained a higher proportion of the variance in RWI than that of the model using coarse-spatial-resolution NDVI time series. (b) Amongst all NDVI phenological metrics, summer NDVI sum could best explain RWI followed by the previous year's summer NDVI sum and the previous year's spring NDVI sum. (c) We demonstrated the potential of NDVI metrics derived from phenology to improve the existing RWI-climate relationships. However, further research is required to investigate the robustness of the relationship between NDVI and RWI, particularly when more tree-ring data and longer records of the high-spatial-resolution NDVI become available.
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页数:13
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