基于城镇居民用地再分类的人口数据空间化方法研究—以长江中游4省为例

doi:10.11873/j.issn.1004-0323.2015.5.0987

遥感技术与应用

2015, Vol. 30

Issue (5): 987-995 DOI: 10.11873/j.issn.1004-0323.2015.5.0987

图像与数据处理

基于城镇居民用地再分类的人口数据空间化方法研究—以长江中游4省为例

王珂靖^1,2,蔡红艳²,杨小唤²,张远¹

(1.华东师范大学地理科学学院,上海 200241;
2.中国科学院地理科学与资源研究所资源与环境信息系统国家重点实验室,北京 100101)

Spatialization Method for Census Data based on Reclassifying Residential Land Use in Urban Areas——A Case Study in the Middle Reaches of the Yangtze River Watershed

Wang Kejing^1,2,Cai Hongyan²,Yang Xiaohuan²,Zhang Yuan¹

(1.School of Geographic Sciences,East China Normal University,Shanghai 200241,China;
2.Institute of Geographic Sciences and Natural Resources Research,Beijing 100101,China)

全文: PDF

摘要：

基于土地利用数据的人口统计数据空间化方法,在处理过程中会出现同一土地利用类型下人口难以细分的情况,从而影响人口空间数据精度。引入夜间灯光信息并提出了一种基于夜间灯光强度对城镇居民地再分类的人口空间化方法,以改善人口空间数据精度。基于DMSP/OLS夜间灯光及土地利用数据,以长江中游4省为研究区进行方法试验。研究结果显示:利用夜间灯光数据对城镇居民地再分类后,各分区模型的调整R²都提高到了0.8以上,人口空间数据总体平均相对误差较重分类前降低了12.32%。说明该方法在提高传统人口数据空间化模型精度的基础上能够细化城镇居民地人口空间分布。

关键词： 人口数据空间化; 城镇居民用地; DMSP/OLS

Abstract:

Precious studies have approveds the advantages in remotely sensed land cover to stimulate spatial distribution of population.However,these studies also showed the shortcomings in revealing the details of population distribution within a single land-use type.This study presents a method which can improve the spatial distributing of census data:re-classification of urban residential areas.By using DMSP/OLS night\|light imagery data as an information source indicated the urbanization level,the urban residential land-use data in the middle reaches of the Yangtze River which were reclassified under the support of GIS technology.based on the population regionalization,a linear regression models were established with integrating the reclassified urban residential land\|use data with the rural residential land\|use data.Then the models were employed to estimate the population distribution in the middle reaches of the Yangtze River in 2010.The results showed that the urban residential land\|use data reclassified by the night\|time imagery offered urban population distribution with a better accuracy,with R² of partition models raised 0.8 and the overall average relative error reduced by 12.32%.Compared with the conventional statistical regression method,the modified model can improve the spatial accuracy of population data at county scale.

Key words: Population spatial distributing Urban residential land-use DMSP/OLS

收稿日期: 2014-07-21 出版日期: 2015-12-08

TP 79

基金资助:

国家自然科学基金项目“人口空间数据获取方法及格网尺度适宜性研究”（41271173）资助。

通讯作者: 蔡红艳（1983-），女，黑龙江五常人，博士，助理研究员，主要从事人文要素建模\,土地利用变化的人文因素分析研究。Email:caihy@igsnrr.ac.cn。

作者简介: 王珂靖（1988-），女，山东文登人，硕士研究生，主要从事社会经济数据空间化建模研究。Email:wkj_3210@163.com。

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引用本文:

王珂靖,蔡红艳,杨小唤,张远. 基于城镇居民用地再分类的人口数据空间化方法研究—以长江中游4省为例[J]. 遥感技术与应用, 2015, 30(5): 987-995.

Wang Kejing,Cai Hongyan,Yang Xiaohuan,Zhang Yuan. Spatialization Method for Census Data based on Reclassifying Residential Land Use in Urban Areas——A Case Study in the Middle Reaches of the Yangtze River Watershed. Remote Sensing Technology and Application, 2015, 30(5): 987-995.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2015.5.0987 或 http://www.rsta.ac.cn/CN/Y2015/V30/I5/987

［1］Hu Huanyong.Population Growth in China’s Eight Major Regions and Program for Economic Development and Economic Zones［J］.Geographical Research,1985,4(4):1-9.［胡焕庸.中国八大区的人口增长、经济发展和经济圈规划［J］.地理研究,1985,4(4):1-9.］

［2］Fu Haiyue,Li Manchun,Zhao Jun,et al.Summary of Grid Transformation Models of Population Data［J］.Human Geography,2006,21(3):115-119.［符海月,李满春,赵军,等.人口数据格网化模型研究进展综述［J］.人文地理,2006,21(3):115-119.］

［3］Clark C.Urban Population Densities［J］.Journal of the Royal Statistical Society,Series A (General),1951,114(4):490-496.

［4］Chen Yanguang.Derivation and Generalization of Clark’s Model on Urban Population Density Using Entropy——Maximising Methods and Fractal Ideas［J］.Journal of Central China Normal University(Natural Sciences),2000,34(4):489-492.［陈彦光.城市人口空间分布函数的理论基础与修正形式——利用最大熵方法推导关于城市人口密度衰减的Clark模型［J］.华中师范大学学报(自然科学版),2000,34(4):489-492.］

［5］Feng Jian.Modeling the Spatial Distribution of Urban Population Density and Its Evolution in Hangzhou［J］.Geographical Research,2002,21(5):635-646.［冯健.杭州市人口密度空间分布及其演化的模型研究［J］.地理研究,2002,21(5):635-646.］

［6］Pan Zhiqiang,Liu Gaohuan.The Research Progress of Areal Interpolation［J］.Progress in Geography,2002,21(2):146-152.［潘志强,刘高焕.面插值的研究进展［J］.地理科学进展,2002,21(2):146-152.］

［7］Zhuo Li,Chen Jin,Shi Peijun,et al.Modeling Population Density of China in 1998 based on DMSP/OLS Nighttime Light Image［J］.Acta Geographica Sinica,2005,60(2):266-276.［卓莉,陈晋,史培军,等.基于夜间灯光数据的中国人口密度模拟［J］.地理学报,2005,60(2):266-276.］

［8］Cao Liqin,Li Pingxiang,Zhang Liangpei.Urban Population Estimation based on the DMSP/OLS Nighttime Satellite Data —— A Case of Hubei Province［J］.Remote Sensing Information,2009,(1):83-87.［曹丽琴,李平湘,张良培.基于DMSP/OLS夜间灯光数据的城市人口估算——以湖北省各县市为例［J］.遥感信息,2009,(1):83-87.］

［9］Cheng Liyu.Spatial and Temporal Analysis of Population Distribution in China Using DMSP/OLS Nightlight Emissions Data［D］.Beijing:Institute of Remote Sensing Applications Chinese Academy of Sciences,2008.［程砾瑜.基于DMSP/OLS夜间灯光数据的中国人口分布时空变化研究［D］.北京:中国科学院遥感应用研究所,2008.］

［10］Azar D,Ryan E,Jordan G,et al.Generation of Fine-scale Population Layers Using Multi-resolution Satellite Imagery and Geospatial Data［J］.Remote Sensing of Environment,2013,130:219-232.

［11］Wang Chunju,Tang Xiaohua.GIS-based Specialization of Population Census Data in Fujian Province［J］.Geography and Geo-information Science,2004,20(4):71-74.［王春菊,汤小华.基于GIS的福建省人口统计数据空间化［J］.地理与地理信息科学,2004,20(4):71-74.］

［12］Yang X H,Ma H Q.Natural Environment Suitability of China and Its Relationship with Population Distributions［J］.International Journal of Environmental Research and Public Health,2009,6(12):3025-3039.

［13］Yue T X,Wang Y A,Chen S P,et al.Numerical Simulation of Population Distribution in China［J］.Population and Environment,2003,25(2):141-163.

［14］Yang Xiaohuan,Jiang Dong,Wang Naibin,et al.Method of Pixelizing Population Data［J］.Acta Geographica Sinica,2002,57(Sup.):70-75.［杨小唤,江东,王乃斌,等.人口数据空间化的处理方法［J］.地理学报,2002,57(增刊):70-75.］

［15］Jiang Dong,Yang Xiaohuan,Wang Naibin,et al.Study on Spatial Distribution of Population based on Remote Sensing and GIS［J］.Advance in Earth Sciences,2002,17(5):734-738.［江东,杨小唤,王乃斌,等.基于RS、GIS的人口空间分布研究［J］.地球科学进展,2002,17(5):734-738.］

［16］Yang X H,Huang Y H,Dong P L,et al.An Updating System for the Gridded Population Database of China based on Remote Sensing,GIS and Spatial Database Technologies［J］.Sensors,2009,9(2):1128-1140.

［17］Ye Jing,Yang Xiaohuan,Jiang Dong.The Grid Scale Effect Analysis on Town Leveled Population Statistical Data Spatialization［J］.Journal of Geo-information Science,2010,12(1):40-47.［叶靖,杨小唤,江东.乡镇级人口统计数据空间化的格网尺度效应分析——以义乌市为例［J］.地球信息科学学报,2010,12(1):40-47.］

［18］Li Yuejiao,Yang Xiaohuan,Wang Jing.Grid Size Suitability of Population Spatial Distribution in Shandong Province based on Landscape Ecology［J］.Geography and Geo-information Science,2014,30(1):97-100.［李月娇,杨小唤,王静.基于景观生态学的人口空间数据适宜格网尺度研究——以山东省为例［J］.地理与地理信息科学,2014,30(1):97-100.］

［19］Zhang Jianchen,Wang Yanhui.Simulation of Village-Level Population Distribution based on Land Use:A Case Study of Hefeng County in Hubei Province［J］.Journal of Geo-information Science,2014,16(3):435-442.［张建辰,王艳慧.基于土地利用类型的村级人口空间分布模拟——以湖北鹤峰县为例［J］.地球信息科学学报,2014,16(3):435-442.］

［20］Bai Zhongqiang,Wang Juanle,Jiang Hao,et al.The Gridding Approach to Redistribute Population based on Multi-source Data［J］.Journal of Geo-information Science,2015,17(6):653-660.［柏中强,王卷乐,姜浩,等.基于多源信息的人口分布格网化方法研究［J］.地球信息科学学报,2015,17(6):653-660.］

［21］Liao Shunbao,Li Zehui.Study on Spatialization of Population Census Data based on Relationship between Population Distribution and Land Use——Taking Tibet as an Example［J］.Journal of Natural Resources,2003,18(6):659-665.［廖顺宝,李泽辉.基于人口分布与土地利用关系的人口数据空间化研究——以西藏自治区为例［J］.自然资源学报,2003,18(6):659-665.］

［22］Yang Xiaohuan,Liu Yesen,Jiang Dong,et al.An Enhanced Method for Spatial Distributing Census Data:Re-classifying of Rural Residential［J］.Progress in Geography,2006,25(3):62-69.［杨小唤,刘业森,江东,等.一种改进人口数据空间化的方法:农村居住地重分类［J］.地理科学进展,2006,25(3):62-69.］

［23］Doll C N H,Pachauri S.EstimatingRural Populations without Access to Electricity in Developing Countries through Night-time Light Satellite Imagery［J］.Energy Policy,2010,38(10):5661-5670.

［24］Yang Mei,Wang Shixin,Zhou Yi,et al.Review on Applications of DMSP/OLS Night-time Emissions Data［J］.Remote Sensing Technology and Application,2011,26(1):45-51.［杨眉,王世新,周艺,等.DMSP/OLS夜间灯光数据应用研究综述［J］.遥感技术与应用,2011,26(1):45-51.］

［25］Zeng C Q,Zhou Y,Wang S X,et al.Population Spatialization in China based on Night-time Imagery and Land Use Data［J］.International Journal of Remote Sensing,2011,32(24):9599-9620.

［26］Liang Youjia,Xu Zhongmin.Modeling the Spatial Distribution of Population based on Night Light Radiation and LUCC:A Case Study in Ganzhou District,Zhangye Municipality［J］.Journal of Glaciology and Geocryology,2012,34(4):999-1006.［梁友嘉,徐中民.基于LUCC和夜间灯光辐射数据的张掖市甘州区人口空间分布建模［J］.冰川冻土,2012,34(4):999-1006.］

［27］Yang Xuchao,Gao Dawei,Ding Mingjun,et al.Modeling Population Density Using Multi-sensor Remote Sensing Data and DEM:A Case Study of Zhejiang Province［J］.Resources and Environment in the Yangtze Basin,2013,22(6):729-734.［杨续超,高大伟,丁明军,等.基于多源遥感数据及DEM的人口统计数据空间化——以浙江省为例［J］.长江流域资源与环境,2013,22(6):729-734.］

［28］Liu Jiyuan,Kuang Wenhui,Zhang Zengxiang,et al.Spatiotemporal Characteristics,Patterns and Causes of Land Use Changes in China since the Late 1980s［J］.Acta Geographica Sinica,2014,69(1):3-14.［刘纪远,匡文慧,张增祥,等.20世纪80年代末以来中国土地利用变化的基本特征与空间格局［J］.地理学报,2014,69(1):3-14.］

［29］Yang Xiaohuan,Wang Naibin,Jiang Dong,et al.Regionalization of Population Distribution based on Spatial Analysis［J］.Acta Geographica Sinica,2002,57(Sup.):76-81.［杨小唤,王乃斌,江东,等.基于空间分析方法的人口空间分布区划［J］.地理学报,2002,57(增刊):76-81.］

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