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DMSP/OLS night-time light intensity as an innovative indicator of regional sustainable development

机译:DMSP / OLS夜间光强度是区域可持续发展的创新指标

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摘要

This study proposes the use of DMSP/OLS night-time light data as a surrogate measure for comprehensive indicators to evaluate regional sustainable development. First, Sustainable Development Indicators (SDIs) were selected from annual multiple scores of sustainable development based on Principal Component Analysis (PCA), and annual Sum of Lights (SOL) of the study region were extracted for each year. Next, three time-series-based regression models were applied to the multiple score and SOL to verify their correlation. Lastly, based on time series, DMSP/OLS data is used to estimate regional sustainable development. Experiments using Shandong, Hubei, Henan, Anhui, Jiangxi, and Hunan Provinces, China as test datasets demonstrate that SOL is strongly related to multiple scores (R-2 = 0.8). Moreover, the PCA results of sustainable development agree with the actual regional development conditions. In theory, night-time light can explain the key factors of SDIs. Hence, it is feasible to study regional sustainable development using SOL instead of SDIs.
机译:这项研究建议使用DMSP / OLS夜间灯光数据作为替代指标,以评估区域可持续发展的综合指标。首先,基于主成分分析(PCA)从年度可持续发展的多个得分中选择可持续发展指标(SDI),并每年提取研究区域的年度总和(SOL)。接下来,将三个基于时间序列的回归模型应用于多元得分和SOL,以验证它们之间的相关性。最后,根据时间序列,将DMSP / OLS数据用于估算区域可持续发展。使用山东,湖北,河南,安徽,江西和湖南省作为测试数据集进行的实验表明,SOL与多个分数密切相关(R-2> = 0.8)。而且,PCA可持续发展的结果与地区实际情况相吻合。从理论上讲,夜间照明可以解释SDI的关键因素。因此,使用SOL代替SDI研究区域可持续发展是可行的。

著录项

  • 来源
    《International journal of remote sensing》 |2019年第4期|1594-1613|共20页
  • 作者单位

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

    Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan, Hubei, Peoples R China;

    Cent China Normal Univ, Key Lab Geog Proc Analysing & Modelling, Wuhan, Hubei, Peoples R China|Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan, Hubei, Peoples R China;

  • 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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