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Icelandic snow cover characteristics derived from a gap-filled MODIS daily snow cover product

机译:冰岛雪覆盖特性源于缺口的MODIS每日雪盖产品

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This study presents a spatio-temporal continuous data set for snow cover in Iceland based on the Moderate Resolution Imaging Spectroradiometer (MODIS) from 2000 to 2018. Cloud cover and polar darkness are the main limiting factors for data availability of remotely sensed optical data at higher latitudes. In Iceland the average cloud cover is 75% with some spatial variations, and polar darkness reduces data availability from the MODIS sensor from late November until mid January. In this study MODIS snow cover data were validated over Iceland with comparison to manned in situ observations and Landsat 7/8 and Sentinel 2 data. Overall a good agreement was found between in situ observed snow cover, with an average agreement of 0.925. Agreement of Landsat 7/8 and Sentinel 2 was found to be acceptable, with R2 values 0.96, 0.92 and 0.95, respectively, and in agreement with other studies. By applying daily data merging from Terra and Aqua and a temporal aggregation of 7d, unclassified pixels were reduced from 75% to 14%. The remaining unclassified pixels after daily merging and temporal aggregation were removed with classification learners trained with classified data, pixel location, aspect and elevation. Various snow cover characteristic metrics were derived for each pixel such as snow cover duration, first and last snow-free dates, deviation and dynamics of snow cover and trends during the study period. On average the first snow-free date in Iceland is 27?June, with a standard deviation of 19.9d. For the study period a trend of increasing snow cover duration was observed for all months except October and November. However, statistical testing of the trends indicated that there was only a significant trend in June.
机译:本研究介绍了基于2000至2018年的中等分辨率成像光谱仪(MODIS)的冰岛冰盖的时空连续数据集。云覆盖和极地黑暗是较高的远程感测光学数据的数据可用性的主要限制因素纬度。在冰岛中,平均云覆盖率为75%,具有一些空间变化,极地黑暗从11月下旬到1月中旬从Modis传感器降低了Modis传感器的数据可用性。在本研究中,MODIS雪覆盖数据在冰岛上验证了与原位观察和LANDSAT 7/8和Sentinel 2数据进行了比较。总体而言,在原位观察到的雪覆盖之间发现了一个良好的协议,平均协议为0.925。发现Landsat 7/8和Sentinel 2的协议是可以接受的,R2值分别为0.96,0.92和0.95,并与其他研究一致。通过从Terra和Aqua的日常数据合并,7D的时间聚集,未分类的像素从75%降至14%。通过培训的分类学习者删除了日常合并和时间聚合后的剩余未分类像素,具有分类数据,像素位置,方面和高度。对于每个像素来说,诸如雪覆盖持续时间,第一和最后的无雪日期,雪覆盖的偏差和动态以及研究期间的趋势等各种雪覆盖特征度量。平均冰岛的第一个无雪日期为27?6月,标准差为19.9d。对于研究期,除10月和11月除外,所有几个月都会观察到增加积雪持续时间的趋势。然而,对趋势的统计测试表明,6月份只有一个重要趋势。

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