Satellite-based estimation of surface vapor pressure deficits using MODIS land surface temperature data

被引:85
作者
Hashimoto, Hirofumi [1 ,2 ]
Dungan, Jennifer L. [3 ]
White, Michael A. [4 ]
Yang, Feihua [5 ]
Michaelis, Andrew R. [1 ,3 ]
Running, Steven W. [6 ]
Nemani, Ramakrishna R. [3 ]
机构
[1] Calif State Univ, Monterey, CA USA
[2] Univ Tokyo, Grad Sch Agr & Life Sci, Tokyo, Japan
[3] NASA, Ames Res Ctr, Moffett Field, CA 94305 USA
[4] Utah State Univ, Dept Aquat Watershed & Earth Resources, Logan, UT 84322 USA
[5] Univ Wisconsin, Dept Geog, Madison, WI 53706 USA
[6] Univ Montana, NTSG, Missoula, MT 59812 USA
基金
日本学术振兴会;
关键词
VDP; land surface temperature; MODIS;
D O I
10.1016/j.rse.2007.04.016
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Vapor Pressure Deficit (VPD) is a principle mediator of global terrestrial CO2 uptake and water vapor loss through plant stomata. As such, methods to estimate VPD accurately and efficiently are critical for ecosystem and climate modeling efforts. Based on prior work relating energy partitioning, remotely sensed land surface temperature (LST), and VPD, we developed simple linear models to predict VPD using saturated vapor pressure calculated from MODIS LST at a number of different temporal and spatial resolutions. We developed and assessed the LST-VPD models using three data sets: (1) instantaneous and daytime average ground-based VPD and radiometric temperature from the Soil Moisture Experiments in 2002 (SMEX02); (2) daytime average VPD from AmeriFlux eddy covariance flux tower observations; and (3) estimated daytime average VPD from Global Surface Summary of Day (GSSD) observations. We estimated model parameters for VPD estimation both regionally (MODI I A2) and globally (MOD11 C2) with RMSE values ranging from .32 to .38 kPa. VPD was overestimated along coastlines and underestimated in and regions with low vegetation cover. Also, residuals were larger with higher VPDs because of the non-linear function of saturation vapor pressure with LST. Linear relationships were seen at multiple scales and appear useful for estimation purposes within a range of 0 to 2.5 kPa. (C) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:142 / 155
页数:14
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