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Forest cover mapping in post-Soviet Central Asia using multi-resolution remote sensing imagery

机译:后苏联中亚森林覆盖图的多分辨率遥感影像绘制

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摘要

Despite rapid advances and large-scale initiatives in forest mapping, reliable cross-border information about the status of forest resources in Central Asian countries is lacking. We produced consistent Central Asia forest cover (CAFC) maps based on a cost-efficient approach using multi-resolution satellite imagery from Landsat and MODIS during 2009–2011. The spectral-temporal metrics derived from 2009–2011 Landsat imagery (overall accuracy of 0.83) was used to predict sub-pixel forest cover on the MODIS scale for 2010. Accuracy assessment confirmed the validity of MODIS-based forest cover map with a normalized root-mean-square error of 0.63. A general paucity of forest resources in post-Soviet Central Asia was indicated, with 1.24% of the region covered by forest. In comparison to the CAFC map, a regional map derived from MODIS Vegetation Continuous Fields tended to underestimate forest cover, while the Global Forest Change product matched well. The Global Forest Resources Assessments, based on individual country reports, overestimated forest cover by 1.5 to 147 times, particularly in the more arid countries of Turkmenistan and Uzbekistan. Multi-resolution imagery contributes to regionalized assessment of forest cover in the world’s drylands while developed CAFC maps (available at ) aim to facilitate decisions on biodiversity conservation and reforestation programs in Central Asia.
机译:尽管在森林制图方面取得了迅速的进展和大规模的倡议,但缺乏有关中亚国家森林资源状况的可靠的跨界信息。在2009-2011年期间,我们使用Landsat和MODIS的多分辨率卫星图像,采用了具有成本效益的方法,制作了一致的中亚森林覆盖(CAFC)地图。使用2009-2011年Landsat影像的光谱时间指标(整体精度为0.83)来预测2010年MODIS尺度上的亚像素森林覆盖率。准确性评估证实了以归一化根为基础的基于MODIS的森林覆盖图的有效性-均方误差为0.63。苏联后中亚地区的森林资源普遍匮乏,占该地区的1.24%。与CAFC地图相比,从MODIS植被连续场得出的区域地图往往低估了森林覆盖率,而全球森林变化产品则很好。根据个别国家的报告进行的全球森林资源评估高估了森林覆盖率1.5倍至147倍,特别是在土库曼斯坦和乌兹别克斯坦等较干旱的国家。多分辨率图像有助于对世界干旱地区的森林覆盖率进行区域化评估,而已开发的CAFC地图(可在处获得)旨在促进对中亚生物多样性保护和再造林计划的决策。

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