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Improving rangeland monitoring and assessment: Integrating remote sensing, GIS, and unmanned aerial vehicle systems.

机译:改善牧场的监视和评估:集成遥感,GIS和无人机系统。

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Creeping environmental changes are impacting some of the largest remaining intact parcels of sagebrush steppe ecosystems in the western United States, creating major problems for land managers. The Idaho National Laboratory (INL), located in southeastern Idaho, is part of the sagebrush steppe ecosystem, one of the largest ecosystems on the continent. Scientists at the INL and the University of Idaho have integrated existing field and remotely sensed data with geographic information systems technology to analyze how recent fires on the INL have influenced the current distribution of terrestrial vegetation. Three vegetation mapping and classification systems were used to evaluate the changes in vegetation caused by fires between 1994 and 2003. Approximately 24% of the sagebrush steppe community on the INL was altered by fire, mostly over a 5-year period. There were notable differences between methods, especially for juniper woodland and grasslands. The Anderson system (Anderson et al. 1996) was superior for representing the landscape because it includes playa/bare ground/disturbed area and sagebrush steppe on lava as vegetation categories. This study found that assessing existing data sets is useful for quantifying fire impacts and should be helpful in future fire and land use planning. The evaluation identified that data from remote sensing technologies is not currently of sufficient quality to assess the percentage of cover. To fill this need, an approach was designed using both helicopter and fixed wing unmanned aerial vehicles (UAVs) and image processing software to evaluate six cover types on field plots located on the INL. The helicopter UAV provided the best system compared against field sampling, but is more dangerous and has spatial coverage limitations. It was reasonably accurate for dead shrubs and was very good in assessing percentage of bare ground, litter and grasses; accuracy for litter and shrubs is questionable. The fixed wing system proved to be feasible and can collect imagery for very large areas in a short period of time. It was accurate for bare ground and grasses. Both UAV systems have limitations, but these will be reduced as the technology advances. In both cases, the UAV systems collected data at a much faster rate than possible on the ground. The study concluded that improvements in automating the image processing efforts would greatly improve use of the technology. In the near future, UAV technology may revolutionize rangeland monitoring in the same way Global Positioning Systems have affected navigation while conducting field activities.
机译:不断变化的环境变化正在影响美国西部部分剩余的完整的鼠尾草草原生态系统,这给土地管理者造成了重大问题。位于爱达荷州东南部的爱达荷州国家实验室(INL)是鼠尾草草原生态系统的一部分,该植物是非洲大陆上最大的生态系统之一。 INL和爱达荷大学的科学家已经将现有的野外和遥感数据与地理信息系统技术集成在一起,以分析INL近期发生的大火如何影响了目前的陆地植被分布。在1994年至2003年之间,使用了三种植被测绘和分类系统来评估由大火引起的植被变化。INL上约有24%的鼠尾草草原群落因大火而发生了变化,主要是在5年内。两种方法之间存在显着差异,尤其是对于杜松林地和草地。 Anderson系统(Anderson等,1996)在表示景观方面表现出众,因为它包括普拉亚/裸露地面/受干扰区域以及在熔岩上的鼠尾草草原作为植被类别。这项研究发现,评估现有数据集有助于量化火灾影响,并且应有助于未来的火灾和土地使用规划。评估发现,来自遥感技术的数据目前质量不足以评估覆盖率。为了满足这一需求,设计了一种方法,使用直升机和固定翼无人飞行器(UAV)以及图像处理软件来评估INL现场图上的六种掩护类型。与野外采样相比,直升机无人机提供了最好的系统,但是更加危险并且具有空间覆盖限制。它对于死灌木是相当准确的,并且在评估裸露的地面,垃圾和草的百分比方面非常好;垃圾和灌木的准确性值得怀疑。固定翼系统被证明是可行的,并且可以在短时间内收集非常大的区域的图像。对于裸露的地面和草地,它是准确的。两种无人机系统都有局限性,但随着技术的发展,这些局限性将会减少。在这两种情况下,无人机系统都以比地面上更快的速率收集数据。研究得出结论,自动化图像处理工作的改进将大大改善该技术的使用。在不久的将来,无人机技术可能会像全球定位系统在进行野外活动时影响导航的方式一样,彻底改变牧场监视。

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