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Hyperspectral characteristic analysis of a developing cotton canopy under different nitrogen treatments

机译:不同氮素处理下发育中的棉花冠层的高光谱特征分析

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摘要

The objective of this study was to analyze the differences of crop agronomy parameters, canopy spectral reflectance and spectral indices induced by different nitrogen application rates, and to assess the potential of discriminant analysis in discriminating cotton canopies at different nitrogen treatments. We conducted an experiment in cotton fields treated with four nitrogen application rates: 0%, 50%, 100% and 200% of the recommended rate. Results suggested that no single spectral index or canopy variable can fully characterize the canopies nitrogen status throughout the growing period. With a single vegetation index, discriminant analysis provided less than 45%, 48,8%, 61,6% accurate classifications of cotton canopies by nitrogen treatment duringearly, mid and late season, respectively. Nevertheless, using multi-vegetationindex model by stepwise procedure, 74,4%, 83,1% and 89 6% accuracies could be obtained during early, middle and late season, respectively
机译:本研究的目的是分析不同氮肥施用量引起的农艺参数,冠层光谱反射率和光谱指数的差异,并评估判别分析在不同氮处理条件下区分棉花冠层的潜力。我们在棉田中进行了一项试验,该棉田使用了四种氮肥施用量:推荐施用量的0%,50%,100%和200%。结果表明,在整个生长期,没有单一的光谱指数或冠层变量能够完全表征冠层的氮素状态。在单一植被指数的情况下,判别分析在早期,中期和后期分别通过氮处理对棉花冠层进行的分类不足分别为45%,48.8%,61.6%。尽管如此,通过逐步采用多植被指数模型,在早期,中部和晚期季节分别可以获得74,4%,83.1%和89 6%的准确度。

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