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Spatiotemporal mapping of soybean plantations in Rond?′nia, Western Brazilian Amazon

机译:巴西西部亚马逊河朗德尼亚大豆种植园的时空图

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Although soybean production has been increasing in the state of Rond?′nia in the last decade, soybean planted area has been estimated indirectly using secondary datasets, which has limited understanding of its spatiotemporal distribution patterns. This study aimed to map and analyze spatial patterns of soybean expansion in Rond?′nia. We developed a classification technique based on Spectral Mixture Analysis (SMA) derived from Landsat imagery and Decision Tree Classification to detect and map soybean plantations in 2000, 2005, 2010, and 2014. The soybean classification map showed 93% global accuracy, 23% omission and 0% of commission errors for soybean crop fields. The greatest increases of soybean cropped area in the state of Rond?′nia were observed between 2000-2005 and 2005-2010 time-periods (33,239 ha and 59,628 ha, respectively), mostly located in Southern Rond?′nia. The expansion of soybean areas to Northern Rond?′nia (25,627 ha) has mostly occurred in the 2010-2014 time period. We estimate that 95.4% of all newly created soybean plantations, detected by 2014, were established on lands deforested nine or more years earlier. We concluded that the incursion of soybean plantations on lands deforested for other land uses (e.g. ranching) is contributing to their displacement (pastures) from older colonization zones toward more remote frontier areas of the Amazon, exacerbating new deforestation there.
机译:尽管在过去十年中,朗德尼亚州的大豆产量一直在增长,但大豆种植面积是通过二次数据集间接估算的,这对其时空分布模式的了解有限。本研究旨在绘制和分析朗德尼亚州大豆膨胀的空间格局。我们开发了基于Landsat影像和决策树分类的光谱混合分析(SMA)进行分类的技术,以检测和绘制2000、2005、2010和2014年的大豆种植园。大豆分类图显示出93%的全球准确度,23%的遗漏率大豆作物田的佣金误差为0%。在2000-2005年至2005-2010年期间(分别为33,239公顷和59,628公顷),在朗德尼亚州大豆种植面积增幅最大,主要位于朗德尼亚州南部。大豆种植面积扩大到北伦丹尼亚州(25,627公顷)主要发生在2010-2014年期间。我们估计,到2014年检测到的所有新建大豆种植园中,有95.4%位于九年前或更早砍伐的土地上。我们得出的结论是,在砍伐森林用于其他土地用途(例如牧场)的土地上入侵大豆种植园,导致大豆种植园从较旧的殖民地向亚马逊偏远的边境地区迁移(草场),加剧了那里新的森林砍伐。

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