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Mapping avalanches with satellites – evaluation of performance and completeness

机译:用卫星映射雪崩 - 性能和完整性评估

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The spatial distribution and size of avalanches are essential parameters for avalanche warning, avalanche documentation, mitigation measure design and hazard zonation. Despite its importance, this information is incomplete today and only available for limited areas and limited time periods. Manual avalanche mapping from satellite imagery has recently been applied to reduce this gap achieving promising results. However, their reliability and completeness have not yet been verified satisfactorily. In our study we attempt a full validation of the completeness of visually detected and mapped avalanches from optical SPOT?6, Sentinel-2 and radar Sentinel-1 imagery. We examine manually mapped avalanches from two avalanche periods in 2018 and 2019 for an area of approximately 180?km 2 around Davos, Switzerland, relying on ground- and helicopter-based photographs as ground truth. For the quality assessment, we investigate the probability of detection (POD) and the positive predictive value (PPV). Additionally, we relate our results to conditions which potentially influence avalanche detection in the satellite imagery. We statistically confirm the high potential of SPOT for comprehensive avalanche mapping for selected periods (POD? = ?0.74, PPV? = ?0.88) as well as the reliability of Sentinel-1 (POD? = ?0.27, PPV? = ?0.87) for which the POD is reduced because mainly larger avalanches are mapped. Furthermore, we found that Sentinel-2 is unsuitable for the mapping of most avalanches due to its spatial resolution (POD? = ?0.06, PPV? = ?0.81). Because we could apply the same reference avalanche events for all three satellite mappings, our validation results are robust and comparable. We demonstrate that satellite-based avalanche mapping has the potential to fill the existing avalanche documentation gap over large areas, making alpine regions safer.
机译:雪崩的空间分布和大小是雪崩警告,雪崩文档,减缓措施设计和危险区划的基本参数。尽管重要的是,但今天的信息是不完整的,只适用于有限的区域和有限的时间段。最近应用了卫星图像的手动雪崩映射,以减少实现有前途的结果。但是,他们的可靠性和完整性尚未令人满意地核实。在我们的研究中,我们尝试完全验证视觉上检测和映射雪崩的完整性,从光学点拍摄,Sentinel-2和雷达哨声-1图像。我们在2018年和2019年的两个雪崩期间检查手动映射雪崩,在瑞士达沃斯围绕达沃斯约180人的地区,依靠基于地面和直升机的照片作为地面真理。对于质量评估,我们研究了检测(POD)和阳性预测值(PPV)的可能性。此外,我们将我们的结果与潜在地影响卫星图像中的雪崩检测的条件相关联。我们在统计上确认所选期间的综合雪崩映射的景点的高潜力(POD?= 0.74,PPV?= 0.88)以及Sentinel-1的可靠性(Pod?= 0.27,PPV?= 0.87)对于该豆荚减少,因为主要是更大的雪崩映射。此外,我们发现Sentinel-2由于其空间分辨率(PODα= 0.06,PPVα= 0.81)而不合适地绘制大多数雪崩。因为我们可以为所有三种卫星映射应用相同的参考雪崩事件,所以我们的验证结果是坚固且可比的。我们展示了基于卫星的雪崩映射有可能填补现有的大面积雪崩文档差距,使高山区域更安全。

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