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Responses of net primary productivity to phenological dynamics based on a data fusion algorithm in the northern Qinghai-Tib ... 1 1 Introduction 1 2 Materials and methodology 2 2.1 Study area 2 2.2 Data sources and preprocessing 2 2.2.1 NDVI data sources 2 2.2.2 Climate and vegetation cover data 2 2.2.3 Observation data 3 2.3 Methods and analysis 3 2.3.1 ESTARFM model 3 2.3.2 Extraction of phenology metrics 3 2.3.3 NPP estimation 4 2.3.4 Vapor pressure deficit 4 2.3.5 Correlation analysis 4 3 Results 5 3.1 Verification of the accuracy of ESTARFM for predicting NDVI 5 3.2 Spatial patterns of phenology and NPP 5 3.3 Interannual variations of phenology and NPP 6 3.4 Influence of climate factors on vegetation phenology 8 3.5 Impacts of phenology on NPP change 9 4 Discussion 9 4.1 Impact of climate change on phenology 9 4.2 Vegetation phenology-NPP relationship 11 4.3 Uncertainties and limitations 11 5 Conclusion 11 CRediT authorship contribution statement 11 Declaration of Competing Interest 12 Data availability 12 Acknowledgments 12 Appendix A Supplementary data 12 References 12
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