Quantitative monitoring of leaf area index in wheat of different plant types by integrating NDVI and Beer-Lambert law

归一化差异植被指数 叶面积指数 播种 数学 遥感 栽培 植被(病理学) 植被指数 作物 农学 地理 生物 医学 病理
作者
Changwei Tan,Pengpeng Zhang,Xinxing Zhou,Zhixiang Wang,Ziqiang Xu,Wei Mao,Wenxi Li,Zhong-Yang HUO,Wenshan Guo,Yunsi Fei
出处
期刊:Scientific Reports [Springer Nature]
卷期号:10 (1) 被引量:69
标识
DOI:10.1038/s41598-020-57750-z
摘要

Abstract Normalized difference vegetation index (NDVI) is one of the most important vegetation indices in crop remote sensing. It features a simple, fast, and non-destructive method and has been widely used in remote monitoring of crop growing status. Beer-Lambert law is widely used in calculating crop leaf area index (LAI), however, it is time-consuming detection and low in output. Our objective was to improve the accuracy of monitoring LAI through remote sensing by integrating NDVI and Beer-Lambert law. In this study, the Beer-Lambert law was firstly modified to construct a monitoring model with NDVI as the independent variable. Secondly, experimental data of wheat from different years and various plant types (erectophile, planophile and middle types) was used to validate the modified model. The results showed that at 130 DAS (days after sowing), the differences in NDVI, leaf area index (LAI) and extinction coefficient (k) of the three plant types with significantly different leaf orientation values (LOVs) reached the maximum. The NDVI of the planophile-type wheat reached saturation earlier than that of the middle and erectophile types. The undetermined parameters of the model (LAI = −ln (a 1 × NDVI + b 1 )/(a 2 × NDVI + b 2 )) were related to the plant type of wheat. For the erectophile-type cultivars (LOV ≥ 60°), the parameters for the modified model were, a 1 = 0.306, a 2 = −0.534, b 1 = −0.065, and b 2 = 0.541. For the middle-type cultivars (30° < LOV < 60°), the parameters were, a 1 = 0.392, a 2 = −0.88 1 , b 1 = 0.028, and b 2 = 0.845. And for the planophile-type cultivars (LOV ≤ 30°), those parameters were, a 1 = 0.596, a 2 = −1.306, b 1 = 0.014, and b 2 = 1.130. Verification proved that the modified model based on integrating NDVI and Beer-Lambert law was better than Beer-Lambert law model only or NDVI-LAI direct model only. It was feasible to quantitatively monitor the LAI of different plant-type wheat by integrating NDVI and Beer-Lambert law, especially for erectophile-type wheat (R 2 = 0.905, RMSE = 0.36, RE = 0.10). The monitoring model proposed in this study can accurately reflect the dynamic changes of plant canopy structure parameters, and provides a novel method for determining plant LAI.
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