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Diverse relationships between Suomi-NPP VIIRS night-time light and multi-scale socioeconomic activity

机译:Suomi-NPP VIIRS夜间灯光与多尺度社会经济活动之间的多种关系

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摘要

Satellite-based observation of anthropogenic night-time light radiance is typically considered as a proxy measure for human spatial behaviour in terms of demographic and economic dynamics owing to quantitative connections between night-time light and socioeconomic activity. Most previous studies have focused on the monotonic response of artificial night-time lighting, primarily derived from the Defense Meteorological Satellite Programs (DMSP) with spatial resolution of 30 arc-seconds to socioeconomic variables at regional to county scales. Using ordinary least squares regression and quantile regression, we investigate the quantitative relationship between a finer resolution night-time light data than DMSP derived from the Visible Infrared Imaging Radiometer Suite (VIIRS) on the Suomi National Polar-orbiting Partnership satellite (Suomi-NPP) with spatial resolution of 15 arc-seconds and several demographic and economic factors across three local scales: county, district and sub-district in Xian City. Our results show diverse responses of night-time light radiance to multiscale socioeconomic variables: (1) monotonic relationship following linear or log-linear models is most likely to occur at the county scale, (2) various responses of the conditional quantiles of night-time lights to socioeconomic variables is highly prominent at both the district scale and the sub-district scale in association with nonmonotonic relationship. Our findings may provide insight into the practical applications of fine resolution night-time imagery such as VIIRS data for quantitatively estimating human activity and socioeconomic dynamics at a fine scale.
机译:由于夜间光与社会经济活动之间存在定量联系,因此基于人口统计和经济动态的人为夜间光辐射的基于卫星的观测通常被视为人类空间行为的一种替代度量。以前的大多数研究都集中在人工夜间照明的单调响应上,该响应主要来自国防气象卫星计划(DMSP),其空间分辨率为30弧秒,对地区到县级尺度的社会经济变量都有影响。使用普通最小二乘回归和分位数回归,我们研究了由Suomi国家极地轨道伙伴卫星(Suomi-NPP)上的可见红外成像辐射计套件(VIIRS)得出的比DMSP分辨率更高的夜间光数据之间的定量关系。的空间分辨率为15弧秒,并且在西安市的县,区和分区这三个地方范围内具有若干人口和经济因素。我们的结果表明,夜间光辐射对多尺度社会经济变量的响应多种多样:(1)线性或对数线性模型遵循单调关系最有可能发生在县级尺度上;(2)夜间有条件分位数的各种响应结合非单调关系,在地区规模和街道规模上,社会经济变量的时间变化都非常突出。我们的发现可能会为诸如VIIRS数据之类的高分辨率夜间图像的实际应用提供洞察力,以定量地精细评估人类活动和社会经济动态。

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  • 来源
    《Remote sensing letters》 |2014年第9期|652-661|共10页
  • 作者单位

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

    Demographic Consulting, Inc., Santa Ana, CA 92706, USA;

    State Key Laboratory of Resources and Environmental Information System, Institute of Geographical Sciences and Natural Resources Research, Chinese Academy of Sciences, Beijing 100101, China;

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  • 入库时间 2022-08-17 13:48:24

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