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Information Extraction and Population Estimates of Settlements from Historic Corona Satellite Imagery in the 1960s

机译:20世纪60年代历史悠久的电晕卫星图像的信息提取与人口估计

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摘要

The Corona satellite program was a historic reconnaissance mission which provided high spatial resolution panchromatic images during the Cold War era. Nevertheless, and despite the historic uniqueness and importance of the dataset, efforts to extract tangible information from this dataset have primarily focused on visual interpretation. More sophisticated approaches have been either hampered or unrealized, often justified by the primitive quality of this early satellite product. In the current study we attempt to showcase the usability of Corona imagery outside the context of visual interpretation. Using a 1968 Corona image acquired over the city municipality of Plovdiv, Bulgaria, we reconstruct a panchromatic 1.8 m spatial resolution georegistered image with a relative displacement Root Mean Square Error (RMSE) of 6.616 (for x dimension) and 1.886 (for y dimension) and employ segmentation and texture analysis to discern agricultural parcels and settlements’ footprints. Population statistics of this past era are retrieved from national census and related to settlements’ footprints. An exponential relationship between the two variables was identified by applying a semi-log regression. The high adjusted R2 value found (76.54%) indicates that Corona images offer a unique opportunity for population data analysis of the past. Overall, we showcase that the Corona images’ usability extends beyond the visual interpretation, and features of interest extracted through image analysis can be subsequently used for further geographical and historical research.
机译:电晕卫星计划是一项历史性侦察任务,在冷战时期提供了高空间分辨率的全景图像。尽管如此,尽管数据集的历史唯一性和重要性,但从该数据集中提取有形信息的努力主要集中在视觉解释上。更复杂的方法是被妨碍或未实现的,经常被这款早期卫星产品的原始质量合理。在目前的研究中,我们试图展示视觉解释背景之外的电晕图像的可用性。使用在保加利亚普罗夫迪夫市市获得了1968年日冕图像,我们重建georegistered图像与6.616的相对位移均方根误差(RMSE)(对于x维)和1.886全色1.8米空间分辨率(Y尺寸)并采用分割和纹理分析来辨别农业包裹和定居点的占地面积。这次过去时代的人口统计数据来自国家人口普查并与定居点相关的足迹。通过应用半志回归来识别两个变量之间的指数关系。找到的高调整R2值(76.54%)表示电晕图像为过去的人口数据分析提供了独特的机会。总体而言,我们展示了电晕图像实用性超出了目视解译,并通过图像分析提取出感兴趣的特征可以随后用于进一步的地理和历史的研究。

著录项

  • 期刊名称 Sensors (Basel Switzerland)
  • 作者单位
  • 年(卷),期 2021(21),7
  • 年度 2021
  • 页码 2423
  • 总页数 17
  • 原文格式 PDF
  • 正文语种
  • 中图分类
  • 关键词

    机译:电晕使命;遥感;历史gis;特征提取;分割;纹理;定居点;人口;农业;现场描绘;
  • 入库时间 2022-08-21 12:28:26

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