首页> 外文期刊>The Indian Journal of Agricultural Sciences >Retrieval of Leaf Area Index using IRS-P6, LISS-III data and validation of MODIS LAI product (MOD15 V5) over trans Gangetic Plains of India
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Retrieval of Leaf Area Index using IRS-P6, LISS-III data and validation of MODIS LAI product (MOD15 V5) over trans Gangetic Plains of India

机译:使用IRS-P6,LISS-III数据检索叶面积指数,并验证印度跨恒河平原上的MODIS LAI产品(MOD15 V5)

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摘要

The mapping of leaf area index (LAI) in large geographic area may be impossible when we rely on the field measurement. To solve this problem, there have been continuing efforts to develop methodologies to estimate LAI using remote sensor data. Different methods to estimate LAI from reflectance data have been developed and can be grouped into two approaches such as (1) statistical approach and (2) physical process based approach. In this study, statistical approach has been used to retrieve the LAI ofa part of north western part of the country using LISS-III, IRS P6 sensor. Using physical process based approach (i e radiative transfer model) MODIS on-board Earth Observing System (EOS) Terra/Aqua platforms, now provide LAI as a standard product (MOD15) to the scientific community at 1 km resolution, every eight days. The validation of LAI products by comparison to reference field LAI values is necessary and has been carried out for many sites over USA, Africa but very few results are available overIndia, hence MOD 15 LAI products have been validated using the derived LAI of LISS-III which was aggregated to 1 km resolution. Results revealed positive correlation (R~2 = 0.62) between MODIS LAI product and aggregated LISS-III LAI but MODIS LAI valueswere found to be underestimated compared to the measured values. The overall RMSE of MODIS LAI is higher (ie 2.74) compared to LISS-III LAI (0.65).
机译:当我们依靠田间测量时,可能无法在大地理区域内绘制叶面积指数(LAI)。为了解决该问题,一直在努力开发使用遥感器数据来估计LAI的方法。已经开发了从反射率数据估计LAI的不同方法,并且可以将其分为两种方法,例如(1)统计方法和(2)基于物理过程的方法。在这项研究中,统计方法已用于使用LISS-III,IRS P6传感器检索该国西北部地区的LAI。现在,使用基于物理过程的方法(即辐射传输模型)的MODIS车载地球观测系统(EOS)Terra / Aqua平台,每八天以1 km的分辨率向科学界提供LAI作为标准产品(MOD15)。通过与参考现场LAI值进行比较来验证LAI产品是必要的,并且已经在美国,非洲的许多地点进行了验证,但印度几乎没有可用的结果,因此已使用衍生的LISS-III的LAI对MOD 15 LAI产品进行了验证。总计为1 km分辨率。结果表明,MODIS LAI产物与LISS-III LAI总量之间存在正相关(R〜2 = 0.62),但与测量值相比,MODIS LAI值被低估了。与LISS-III LAI(0.65)相比,MODIS LAI的总体RMSE较高(即2.74)。

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