A feedback based modification of the NDVI to minimize canopy background and atmospheric noise

叶面积指数 植被(病理学) 遥感 环境科学 归一化差异植被指数 噪音(视频) 大气模式 气象学 计算机科学 人工智能 地质学 地理 图像(数学) 医学 生态学 病理 生物
作者
Hui Qing Liu,Alfredo Huete
出处
期刊:IEEE Transactions on Geoscience and Remote Sensing [Institute of Electrical and Electronics Engineers]
卷期号:33 (2): 457-465 被引量:979
标识
DOI:10.1109/tgrs.1995.8746027
摘要

The Normalized Difference Vegetation Index (NDVI) equation has a simple, open loop structure (no feedback), which renders it susceptible to large sources of error and uncertainty over variable atmospheric and canopy background conditions. In this study, a systems analysis approach is used to examine noise sources in existing vegetation indices (VI'S) and to develop a stable, modified NDVI (MNDVI) equation. The MNDVI, a closedloop version of the NDVI, was constructed by adding 1) a soil and atmospheric noise feedback loop, and 2) an atmospheric noise compensation forward loop. The coefficients developed for the MNDVI are physically-based and are empirically related to the expected range of atmospheric and background "boundary" conditions. The MNDVI can be used with data uncorrected for atmosphere, as well as with Rayleigh corrected and atmospherically corrected data. In the field observational and simulated data sets tested here, the MNDVI was found to considerably reduce noise for any complex soil and atmospheric situation. The resulting uncertainty, expressed as vegetation equivalent noise, was +0.11 leaf area index (LAI) units, which was 7 times less than encountered with the NDVI (+0.8 LAI). These results indicate that the MNDVI may be satisfactory in meeting the need for accurate, long term vegetation measurements for the Earth Observing System (EOS) program.
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