首页> 外文期刊>Asia-Pacific Journal of Science and Technology >Mapping rubber stand ages in Luangnamtha district (Northern Laos) using NDVI and LSWI from Landsat images
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Mapping rubber stand ages in Luangnamtha district (Northern Laos) using NDVI and LSWI from Landsat images

机译:使用Landsat影像中的NDVI和LSWI绘制Luangnamtha区(老挝北部)的橡胶树龄

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摘要

Over the recent past, rubber tree plantations have rapidly expanded across vast tracts of Northern Laos. Remotely assessing rubber stand age is invaluable to monitor and predict the impacts of such an extensive and rapid land use change. This study presents the classification of rubber plantation areas versus non-rubber plantation areas, and the potential of two vegetation indices, namely NDVI and LSWI, for mapping rubber stand ages. Spectral signatures were derived from Landsat OLI images of Luangnamtha district acquired on 5th March and 14th March 2017, including Band 4 (RED), Band 5 (NIR), and Band 7 (SWIR), captured at the time of the year corresponding to the beginning of the foliation of rubber tree, with a spatial resolution of 30m. The work shows that the classification has a high accuracy of 92% and 0.89 for the overall accuracy and the Kappa coefficient, respectively. The producer’s and user’s accuracies of rubber stand ages were 75-92%, and 75-91% for the three age groups ( 12 years old). Overall accuracy and Kappa coefficients were 87 and 80%, and 0.79 and 0.67 for NDVI and LSWI indices, respectively. We also found that LSWI values were larger than NDVI when rubber stand age is greater than 7 years old, but NDVI showed better overall accuracy than LSWI at the beginning of the rubber tree foliation.
机译:在最近的过去,橡胶树种植园已迅速扩展到老挝北部广大地区。远程评估橡胶摊位的年龄对于监测和预测如此广泛而迅速的土地用途变化的影响非常宝贵。这项研究提出了橡胶人工林面积与非橡胶人工林面积的分类,以及两种植被指数(NDVI和LSWI)用于绘制橡胶林龄的潜力。光谱签名来自2017年3月5日至3月14日采集的Luangnamtha区的Landsat OLI图像,包括波段4(RED),波段5(NIR)和波段7(SWIR),分别在每年的时间和橡胶树的叶子开始,空间分辨率为30m。这项工作表明,该分类的总体准确性和Kappa系数分别具有92%和0.89的高精度。生产商和用户对橡胶摊位年龄的准确度是75-92%,对于三个年龄组(12岁),准确度是75-91%。总体准确度和Kappa系数分别为87%和80%,NDVI和LSWI指数分别为0.79和0.67。我们还发现,当橡胶树龄大于7年时,LSWI值大于NDVI,但在橡胶树开始造树时,NDVI显示出比LSWI更好的总体精度。

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