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Field experiments to test the use of the normalized-difference vegetation index for phenology detection

机译:野外实验以测试归一化植被指数在物候检测中的应用

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摘要

Some previous studies have detected the timing of leaf expansion and defoliation using the normalized-difference vegetation index (NDVI), but to examine tree phenology using satellite data, NDVI results should be confirmed using ground-truthing. We examined the relationship between NDVI and tree phenology during leaf expansion and defoliation by simultaneously observing the spectral reflectance of the canopy surface and canopy surface images in a cool-temperate deciduous broad-leaved forest. To define the timing of leaf expansion and defoliation using NDVI, the index should meet three criteria: (1) NDVI should exhibit a monotonous increase or decrease (monotonicity). (2) The relationship between NDVI and the forest canopy's status should be unique (uniqueness). (3) The method is robust against the systematic noise (bias) (robustness). In the spring, NDVI values of 0.2-0.3 (relative values: 0.15-0.28) and 0.6-0.7 (relative values: 0.65-0.78) satisfied all three criteria. NDVI values of 0.6-0.7 can serve as potential criteria for detecting the timing of leaf expansion. In autumn, no NDVI values satisfied all three criteria. Thus, NDVI does not appear to be useful for detecting the timing of defoliation. For an area where evergreen vegetation or snowcovers the forest floor in winter, our results suggest that previous uses of NDVI to identify the timing of leaf expansion and defoliation on the basis of the date of the maximum rate of growth or reduction of NDVI and the date with a value midway between the year's maximum and minimum values are misleading.
机译:先前的一些研究已经使用归一化差异植被指数(NDVI)检测了叶片扩张和脱叶的时间,但是要使用卫星数据检查树木物候,则应使用地面真实性来确认NDVI结果。通过同时观察凉爽的落叶阔叶林冠层表面和冠层表面图像的光谱反射率,我们研究了叶片扩展和脱叶过程中NDVI与树木物候之间的关系。为了定义使用NDVI进行叶片扩张和脱叶的时间,该指标应满足三个标准:(1)NDVI应当表现出单调的增加或减少(单调性)。 (2)NDVI与林冠状态之间的关系应该是唯一的(唯一性)。 (3)该方法对系统噪声(偏置)(鲁棒性)具有鲁棒性。在春季,NDVI值分别为0.2-0.3(相对值:0.15-0.28)和0.6-0.7(相对值:0.65-0.78)都满足所有三个条件。 NDVI值为0.6-0.7可以用作检测叶片扩张时间的潜在标准。在秋天,没有NDVI值满足所有这三个标准。因此,NDVI对于检测脱叶的时机似乎没有用。对于冬季常绿植被或积雪覆盖森林地面的地区,我们的结果表明,以前使用NDVI根据最大增速或减速的日期和日期来确定叶片膨胀和脱叶的时间其值介于当年最大值和最小值之间的值会产生误导。

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