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Monitoring Tropical Forest Degradation in Betampona Nature Reserve, Madagascar Using Multisource Remote Sensing Data Fusion

机译:使用多源遥感数据融合监测马达加斯加Betampona自然保护区的热带森林退化

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This paper demonstrates how animal and plant species diversity in the Betampona Nature Reserve (BNR), Madagascar has become threatened through forest degradation and the introduction of invasive species over the last two decades. First, land-use changes and agricultural activities were analyzed using Landsat and IKONOS-2 data from 1990 to 2010. Then, a decision tree algorithm was developed to map under canopy invasive plant species using high resolution optical stereo imaging, land-use classification, and characterizing plant growth using Interferometric Synthetic Aperture Radar (InSAR) and polarimetric InSAR observations from Phased Array type L-band Synthetic Aperture Radar (PALSAR). Next, causal association between land use, climate change, and spatial and temporal dynamics of invasive plant species distribution was explored using satellite derived and climate variables, changes in drought regimes, and tropical cyclones. Results showed that the region experienced intense land-use changes characterized by significant increase in agricultural lands at the cost of primary forest and other land-cover types. Encroachment by habitat-altering invasive plants from 2005 to 2012 within the reserve was obvious, and were probably attributable to illegal logging, erosion of the reserve boundary from anthropogenic activities and cyclone damage as well as shifts in drought regimes. The spatial extent of guava () has increased from 5.6% of the reserve in 2005 to 7.9% in 2012, a 55-ha increase over less than 7 years. Madagascar cardamom () has increased by 1.7% and Molucca raspberry () by 2.3%, respectively.
机译:本文说明了过去二十年来,马达加斯加的Betampona自然保护区(BNR)的动植物物种多样性如何因森林退化和引入入侵物种而受到威胁。首先,使用1990年至2010年的Landsat和IKONOS-2数据分析了土地利用变化和农业活动。然后,开发了决策树算法,利用高分辨率光学立体成像,土地利用分类,并使用干涉合成孔径雷达(InSAR)和极化InSAR观测结果来表征植物的生长,这些观测结果来自相控阵型L波段合成孔径雷达(PALSAR)。接下来,利用卫星衍生和气候变量,干旱状况的变化和热带气旋,探讨了土地利用,气候变化与入侵植物物种分布的时空动态之间的因果关系。结果表明,该地区土地利用发生了剧烈变化,其特征是农业用地显着增加,但以原始森林和其他土地覆盖类型为代价。 2005年至2012年期间,改变栖息地的入侵植物对保护区的入侵是显而易见的,这可能归因于非法采伐,人为活动造成的保护区边界侵蚀和旋风破坏以及干旱状况的变化。番石榴的空间范围已从2005年的5.6%增加到2012年的7.9%,在不到7年的时间内增加了55公顷。马达加斯加的豆蔻()分别增长了1.7%和Molucca覆盆子()增长了2.3%。

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