Tropical forest mapping and change detection using ALOS PALSAR data

Wenmei Li, Q. Feng, E. Chen, Zeng-yuan Li
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引用次数: 2

Abstract

Tropical forests represent a significant carbon store in the global carbon balance. Over recent years, substantial forests have been cut or burned. To investigate the changes of deforestation in tropical forests, ALOS PALSAR 50 m Orthorectified mosaic product (FBD) in Borneo from 2007 to 2009 was used, as SAR data can overcome the shortcoming of optical images. Pixel based unsupervised classification and object-oriented classification methods were applied to choose better method for classification. The comparison showed the object-oriented classification got the better result and its accuracy was higher. In the following step, object-oriented classification method was employed to monitor the changes of deforestation in Borneo during two years. The results indicated the deforestation increased sharply, especially the areas in the coastal and next to non-forest land cover/use. The change law of land cover/use in Borneo is forest to shrub, grassland and bare soil. There are also inverse changes from non-forest to forest by reforestation around settlement and water areas. Overall, forest decreases gradually and non-forest areas increases simultaneously in Borneo. This research indicates clearly that ALOS PALSAR Ortho-rectified FBD product can be used to classify land cover/use and two different time images could be employed in change detection without in situ data.
使用ALOS PALSAR数据的热带森林制图和变化检测
热带森林在全球碳平衡中代表着重要的碳储存。近年来,大量森林被砍伐或烧毁。为了研究热带森林砍伐的变化,利用2007 - 2009年婆罗洲ALOS PALSAR 50 m Orthorectified mosaic product (FBD),因为SAR数据可以克服光学图像的缺点。采用基于像素的无监督分类和面向对象的分类方法,选择更好的分类方法。对比结果表明,面向对象的分类方法取得了较好的分类效果,分类准确率较高。在接下来的步骤中,采用面向对象的分类方法监测婆罗洲两年内森林砍伐的变化。结果表明,森林砍伐急剧增加,特别是沿海和邻近非森林土地覆盖/利用地区。婆罗洲土地覆盖/利用的变化规律是森林到灌木、草地和裸土。通过在定居点和水域周围重新造林,也有从非森林到森林的反向变化。总的来说,婆罗洲的森林面积逐渐减少,非森林面积同时增加。该研究表明,ALOS PALSAR正校正FBD产品可以用于土地覆盖/利用分类,并且可以在没有现场数据的情况下使用两个不同的时间图像进行变化检测。
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