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基于高光谱的水稻叶片含水量监测研究

刘小军 田永超 姚霞 曹卫星 朱艳

中国农业科学2012,Vol.45Issue(3):435-442,8.
中国农业科学2012,Vol.45Issue(3):435-442,8.DOI:10.3864/j.issn.0578-1752.2012.03.004

基于高光谱的水稻叶片含水量监测研究

Monitoring Leaf Water Content Based on Hyperspectra in Rice

刘小军 1田永超 1姚霞 1曹卫星 1朱艳1

作者信息

  • 1. 南京农业大学农学院/国家信息农业工程技术中心/江苏省信息农业高技术研究重点实验室,南京210095
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摘要

Abstract

[Objective] The objective of the experiments is to develop a key method for fast and nondestructive monitoring leaf water content (LWC) in rice (Oryza sativa L.). [Method] Two field experiments were conducted with different soil water conditions and rice cultivars across two growing seasons, and time-course measurements were taken on leaf hyperspectral reflectance and LWC at top four leaves over main growth stages. Several kinds of hyperspectral indices at leaf scale including ratio spectral indices (RSI), normalized difference spectral indices (NDSI) and difference spectral indices (DSI) with all combinations of two wavebands between 350 and 2 500 nm were calculated, and their relationships to LWC were analyzed. [Result] The results indicated that the leaf spectral reflectance varied distinctly with soil water treatments and different top leaves, the sensitivity bands mostly occurred within near-infrared and short-infrared spectral regions. The spectral indices as RSI (R1402, R2272) and NDSI (R1402, R2272) were linear with LWC, giving the determination coefficient of linear regression (S-R2) of 0.80, and the predicted R2 (P-R2) based on the testing performance with independent datasets as 0.86. [Conclusion] It is concluded that the RSI (R1402, R2272) and NDSI (R1402, R2272) can be used to monitor leaf water content in rice.

关键词

水稻/高光谱/植被指数/叶片含水量/监测模型

Key words

rice/hyperspectra/spectral index/leaf water content/monitoring model

引用本文复制引用

刘小军,田永超,姚霞,曹卫星,朱艳..基于高光谱的水稻叶片含水量监测研究[J].中国农业科学,2012,45(3):435-442,8.

基金项目

国家自然科学基金(30871448,30900868)、江苏省自然科学基金(BK2010453) (30871448,30900868)

中国农业科学

OA北大核心CSCDCSTPCD

0578-1752

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