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Spatial refinement of census population distribution using remotely sensed estimates of impervious surfaces in Haiti

机译:利用海地不透水面的遥感估算对人口普查人口分布进行空间优化

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摘要

Previous research on the relationship between impervious surfaces and population has focused on limited areas. This paper considers the relationship for an entire country. Multiple spatial resolution optical imagery was integrated with census data to refine the spatial distribution of population in Haiti. A classification and regression tree (CART) methodology was used to create a percent impervious-area layer based on ten high-resolution training chips and a Landsat Enhanced Thematic Mapper (ETM+) mosaic. This estimate then became an input for a dasymetric mapping approach, where population was distributed proportionately to impervious areas with input from ancillary data sources. Haiti's section boundaries (third administrative level) provided the mapping base because a strong relationship between imperviousness and population was observed at this administrative level. The accuracy of the technique was tested for a set of 110 municipalities in Haiti, making use of recent census data. The potential usefulness of imagery-based population estimates for areas where census data do not exist was also tested by dividing Haiti into northern and southern portions and using one to predict the other.
机译:先前关于不透水表面与人口之间关系的研究集中在有限的区域。本文考虑了整个国家的关系。将多个空间分辨率的光学图像与人口普查数据集成在一起,以完善海地人口的空间分布。分类和回归树(CART)方法用于基于十个高分辨率训练芯片和Landsat增强主题映射器(ETM +)镶嵌图来创建不渗透区域百分比。然后,此估计值成为了等轴测图方法的输入,在该方法中,人口得到了来自辅助数据源的输入,按比例分配给了不渗透区域。海地的分区边界(第三行政级别)提供了制图基础,因为在该行政级别上观察到了防渗性与人口之间的密切关系。利用最新的人口普查数据,对该技术的准确性在海地的110个城市进行了测试。还通过将海地分为北部和南部部分,并用一个部分来预测另一个部分,来测试基于图像的人口估计对于不存在人口普查数据的区域的潜在有用性。

著录项

  • 来源
    《International journal of remote sensing》 |2010年第21期|p.5635-5655|共21页
  • 作者单位

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

    Population Division, U.S. Census Bureau, 4600 Silver Hill Road, Washington, D.C., 20233, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
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