Utilizing in situ directional hyperspectral measurements to validate bio-indicator simulations for a corn crop canopy

被引:16
作者
Cheng, Yen-Ben [1 ,2 ]
Middleton, Elizabeth M. [1 ]
Huemmrich, Karl F. [3 ]
Zhang, Qingyuan [4 ]
Campbell, Petya K. E. [3 ]
Corp, Lawrence A. [5 ]
Russ, Andrew L. [6 ]
Kustas, William P. [6 ]
机构
[1] NASA, Goddard Space Flight Ctr, Greenbelt, MD 20771 USA
[2] Earth Resources Technol Inc, Annapolis Jct, MD 20701 USA
[3] Univ Maryland Baltimore Cty, Joint Ctr Earth Syst Technol, Baltimore, MD 21250 USA
[4] Univ Maryland Baltimore Cty, Goddard Earth Sci Technol Ctr, Baltimore, MD 21250 USA
[5] Sigma Space Corp, Lanham, MD 20706 USA
[6] ARS, USDA, Hydrol & Remote Sensing Lab, Beltsville, MD 20705 USA
关键词
Hyperspectral data; Radiative transfer models; SAIL; MCRM; Photochemical reflectance index; NDVI; LIGHT-USE EFFICIENCY; PHOTOCHEMICAL REFLECTANCE INDEX; RADIATION-USE-EFFICIENCY; WATER-STRESS DETECTION; XANTHOPHYLL CYCLE; VEGETATION INDEXES; SUNFLOWER LEAVES; GLOBAL RADIATION; DIRECT COMPONENT; TRANSFER MODEL;
D O I
10.1016/j.ecoinf.2010.03.001
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
Two radiative transfer canopy models, SAIL and the two-layer Markov-Chain Canopy Reflectance Model (MCRM), were coupled with in situ leaf optical properties to simulate canopy-level spectral band ratio vegetation indices with the focus on the photochemical reflectance index in a cornfield. In situ hyperspectral measurements were made at both leaf and canopy levels. Leaf optical properties were obtained from both sunlit and shaded leaves. Canopy reflectance was acquired for eight different relative azimuth angles (psi) at three different view zenith angles (theta(v)), and later used to validate model outputs. Field observations of PRI for sunlit leaves exhibited lower values than shaded leaves, indicating higher light stress Canopy PRI expressed obvious sensitivity to viewing geometry, as a function of both theta(v) and psi. Overall, simulations from MCRM exhibited better agreements with in situ values than SAIL When using only sunlit leaves as input, the MCRM-simulated PRI values showed satisfactory correlation and RMSE. as compared to in situ values However. the performance of the MCRM model was significantly improved after defining a lower canopy layer comprised of shaded leaves beneath the upper sunlit leaf layer. Four other widely used band ratio vegetation indices were also studied and compared with the PRI results. MCRM simulations were able to generate satisfactory simulations for these other four indices when using only sunlit leaves as input: but unlike PRI, adding shaded leaves did not improve the performance of MCRM. These results support the hypothesis that the PRI is sensitive to physiological dynamics while the others detect static factors related to canopy structure. Sensitivity analysis was performed on MCRM in order to better understand the effects of structure related parameters on the PRI simulations. LAI showed the most significant impact on MCRM-simulated PRI among the parameters studied This research shows the importance of hyperspectral and narrow band sensor studies, and especially the necessity of including the green wavelengths (e g., 531 nm) on satellites proposing to monitor carbon dynamics of terrestrial ecosystems. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:330 / 338
页数:9
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