浏览全部资源
扫码关注微信
Received：13 December 2024，
Published Online：28 October 2025，
移动端阅览
城镇化是表征经济社会发展的重要特征之一，定量解析城镇化时空分异特征可以为城镇化优化发展提供科学依据。本文基于长时序夜间灯光遥感数据，综合利用重心迁移、标准差椭圆法、全局Moran's I指数和局部空间自相关等方法，从贡献率、增长速度、重心分布等角度定量分析了近30年来省会—地级—县级—乡镇等我国城市发展的梯度特征及其时空分异规律。结果表明：①从贡献率来看，上世纪90年代初期的地级城市贡献率最大，省会城市和乡镇贡献率持平，县级城市则最少；乡镇级城市贡献率在2000年后超过省会城市、2004年左右超过地级城市，贡献率最高；省会城市在2010年后则成为夜间灯光贡献率最低的梯度；②从增长速度来看，1992~2000年省会城市和部分地级城市领先于其他等级城市；2000~2010年地级和部分县级城市逐渐成为核心，在华北、华东、华中和华南地区表现为中速增长及以上发展速度，但西北、西南以及东北地区由于发展程度较低，省会城市仍是四个梯度中发展最快的城市；2010~2022年乡镇级城市成为主体，省会城市则几乎全部处于“缓慢—低速”的发展状态；③从重心分布来看，城镇化发展重心呈现梯度下移特征，由省会城市逐步向地级、县级直至乡镇级城市转移。1992~2000年“高—高”型聚集区域主要集中在省会城市和沿海地级城市；2000~2010年高值聚集区中县级城市占较大的比重；2010~2022年乡镇地区异军突起形成新兴增长极，而部分省会城市出现“低—低”型聚集，标志着我国城镇化发展进入了以多中心、网络化为特征的新型发展阶段。
Urbanization is one of the key indicators of socio-economic development
representing the transition from a rural to an urban society. It involves profound transformations in population distribution
economic structure
social organization
and land use patterns. A quantitative analysis of the spatio-temporal differentiation of urbanization can provide a scientific basis for optimizing its development. With advances in remote sensing technology
nighttime light data has emerged as an innovative research tool
offering a more precise means of monitoring spatial disparities and the agglomeration patterns of economic activities during urbanization.This paper utilizes long-term nighttime light remote sensing data
employing the total nighttime light value and the nighttime light growth difference index as proxy variables to assess urbanization levels. By integrating methods such as center-of-gravity migration
the standard deviation ellipse
the global Moran’s I index
and local spatial autocorrelation
the study quantitatively analyzes the gradient characteristics and spatio-temporal differentiation of urban development across provincial capitals
prefecture-level
county-level
and township-level areas in China over the past 30 years
focusing on contribution rate
growth rate
and center-of-gravity distribution.The results indicate that (1) Contribution Rate: Between 1992 and 2022
the nationwide total nighttime light value maintained steady growth. In the early 1990s
prefecture-level cities exhibited the highest contribution rate
with provincial capitals and townships contributing equally
while county-level cities contributed the least. After 2000
township-level cities surpassed provincial capitals
and around 2004 they exceeded prefecture-level cities
becoming the highest contributing region. In 2007
county-level cities overtook provincial capitals
and by 2022 their contribution was comparable to that of prefecture-level cities; meanwhile
provincial capitals became the lowest contributing tier after 2010. (2) Growth Rate: From 1992 to 2000
provincial capitals and some prefecture-level cities led other urban tiers
with the Beijing-Tianjin-Hebei
Yangtze River Delta
and Pearl River Delta regions being particularly prominent. Between 2000 and 2010
provincial capitals began to approach saturation
while prefecture-level and some county-level cities gradually emerged as the core; these areas in North
East
Central
and South China exhibited medium or higher growth rates. However
in the Northwest
Southwest
and Northeast—where development levels were lower—provincial capitals remained the fastest growing among the four tiers. From 2010 to 2022
township-level cities became predominant
while provincial capitals experienced predominantly “slow-to-low” growth
indicating a gradual shift in the center of urbanization toward townships. (3) Center-of-Gravity Distribution: From 1992 to 2022
China’s urbanization underwent significant changes. The center of urban development exhibited a gradient downward shift
progressively transferring from provincial capitals to prefecture-level
county-level
and finally township-level cities. This migration trajectory is highly consistent with the “core–periphery” theory
and the expanding area of the urbanization ellipse demonstrates a clear expansion effect. In terms of spatial correlation
“high–high” clusters have shown a trend of shifting from the eastern coastal areas toward the northwestern inland. The urbanization growth levels across different tiers exhibit significant positive spatial correlation
with Moran’s I values generally above zero but on a declining trend. From 1992 to 2000
“H-H” clusters were primarily concentrated in provincial capitals and coastal prefecture-level cities; from 2000 to 2010
county-level cities accounted for a larger share of the high-value clusters; and from 2010 to 2022
township areas emerged as new growth poles
while some provincial capitals formed “L-L” clusters with internal urbanization nearing saturation. These findings mark the entry of China’s urbanization into a new phase characterized by a multi-centric and networked development pattern.
Bo W G , Qian Y , Qu J C and Tan X , 2023 . Research on the Coupling Coordination and Interactive Effects of New-Type Urbanization and Rural Revitalization: An Empirical Analysis Based on Panel Data of 156 Prefecture-Level Cities . China Soft Science , ( 9 ) : 106 - 116
薄文广 , 钱镱 , 屈建成 , 谭鑫 , 2023 . 新型城镇化与乡村振兴耦合协调及交互影响研究:基于156个地级市面板数据的实证分析 . 中国软科学 ( 9 ) : 106 - 116
Bu Z Q , Bai L B , and Zhang J Y , 2022 . Spatial-temporal evolution of the Yellow River urban agglomeration in Ningxia based on nighttime light remote sensing . Remote Sensing of Natural Resources , 34 ( 1 ): 169 - 176
布自强 , 白林波 , 张佳瑜 , 2022 . 基于夜光遥感的宁夏沿黄城市群时空演变 . 自然资源遥感 , 34 ( 1 ): 169 - 176 [ DOI: 10.6046/zrzyyg.2021118 http://dx.doi.org/10.6046/zrzyyg.2021118 ]
Cao Z Y , Wu Z F , Kuang Y Q , and Huang N S , 2015 . Calibration and application of DMSP/OLS nighttime lights imagery for China . Journal of Geo-Information Science , 17 ( 9 ): 1092 - 1102
曹子阳 , 吴志峰 , 匡耀求 , 黄宁生 , 2015 . DMSP/OLS夜间灯光影像中国区域的校正及应用 . 地球信息科学学报 , 17 ( 9 ): 1092 - 1102 [ DOI: 10.3724/SP.J.1047.2015.01092 http://dx.doi.org/10.3724/SP.J.1047.2015.01092 ]
Chen Z Q and Su R H , 2024 . A study on the characteristics of economic changes in disaster areas and their urban-rural differences based on the nightlight landscape index . Journal of Subtropical Resources and Environment , 19 ( 4 ): 136 - 146
陈佐旗 , 苏瑞浩 , 2024 . 基于夜光景观指数的灾区经济变化特征及其城乡差异研究 . 亚热带资源与环境学报 , 19 ( 4 ): 136 - 146 . [ DOI: 10.19687/j.cnki.1673-7105. 2024.04.017 http://dx.doi.org/10.19687/j.cnki.1673-7105.2024.04.017 ]
Elvidge C D , Baugh K E , Dietz J B , Bland T , Sutton P C and Kroehl H W , 1999 . Radiance calibration of DMSP-OLS low-light imaging data of human settlements . Remote Sensing of Environment , 68 ( 1 ): 77 - 88 [ DOI: 10.1016/S0034-4257(98)00098-4 http://dx.doi.org/10.1016/S0034-4257(98)00098-4 ]
Fan L and Li B , 2023 . Analysis of urban spatio-temporal pattern evolution from the perspective of nighttime light remote sensing: A case study of the Lanxi urban agglomeration . Journal of Lanzhou University (Natural Science Edition) , 59 ( 6 ): 720 - 726+734
范琳 , 李彬 , 2023 . 夜间灯光遥感视角下的城镇时空格局演变分析——以兰西城市群为例 . 兰州大学学报(自然科学版) , 59 ( 6 ): 720 - 726+734 [ DOI: 10.13885/j.issn.0455-2059. 2023.06.002 http://dx.doi.org/10.13885/j.issn.0455-2059.2023.06.002 ]
Fu K , Lu W X , Liu X Y , Deng C B , Yu H F and Sun X . 2024 . A comprehensive survey and assumption of remote sensing foundation modal . National Remote Sensing Bulletin , 28 ( 7 ): 1667 - 1680
付琨 , 卢宛萱 , 刘小煜 , 邓楚博 , 于泓峰 , 孙显 . 2024 . 遥感基础模型发展综述与未来设想 . 遥感学报 , 28 ( 7 ): 1667 - 1680 [ DOI: 10.11834/jrs.20233313 http://dx.doi.org/10.11834/jrs.20233313 ]
Fu R D and Yang Z S , 2024 . Spatiotemporal differentiation and influencing factors of high-quality urban development in China . Acta Geographica Sinica , 79 ( 4 ): 819 - 836
伏润得 , 杨振山 , 2024 . 中国城市区域高质量发展时空分异及影响因素 . 地理学报 , 79 ( 4 ): 819 - 836 [ DOI: 10.11821/dlxb202404001 http://dx.doi.org/10.11821/dlxb202404001 ]
Han Z L and Liu T B , 2009 . Urbanization quality characteristics and spatial differences of cities above the prefecture level in China . Geographical Research , 28 ( 6 ): 1508 - 1515
韩增林 , 刘天宝 , 2009 . 中国地级以上城市城市化质量特征及空间差异 . 地理研究 , 28 ( 6 ): 1508 - 1515
Henderson J V , Storeygard A and Weil D N , 2012 . Measuring economic growth from outer space . American Economic Review , 102 ( 2 ): 994 - 1028 [ DOI: 10.1257/aer.102.2.994 http://dx.doi.org/10.1257/aer.102.2.994 ]
Hong S F and Yang Y , 2022 . Identification and characteristics of shrinking cities in the Bohai Rim region . Statistics and Decision , 38 ( 20 ): 112 - 116
洪顺发 , 杨洋 , 2022 . 环渤海地区收缩城市识别及特征研究 . 统计与决策 , 38 ( 20 ): 112 - 116 [ DOI: 10.13546/j. cnki.tjyjc.2022.20.022 http://dx.doi.org/10.13546/j.cnki.tjyjc.2022.20.022 ]
Hu W A , Liu C L and Zhan Q W , 2021 . Synthesis method and comparative validation of annual nighttime lights data from NPP-VIIRS for China . Journal of Guilin University of Technology , 41 ( 1 ): 141 - 148
胡为安 , 刘传立 , 詹淇雯 , 2021 . 中国区域NPP-VIIRS年度夜间灯光数据的合成方法与对比验证 . 桂林理工大学学报 , 41 ( 1 ): 141 - 148 [ DOI: 10.3969/j.issn.1674-9057. 2021.01.018 http://dx.doi.org/10.3969/j.issn.1674-9057.2021.01.018 ]
Hua J , Wu B , Chen Z Q , Yang C S , Tang X , Sun F R , Wu J P and Yu B L . 2024 . Spatiotemporal variations in nighttime lights in poverty-stricken counties in China . National Remote Sensing Bulletin , 28 （ 4 ）: 940 - 955
华婧 , 吴宾 , 陈佐旗 , 杨成术 , 唐曦 , 孙斐然 , 吴健平 , 余柏蒗 . 2024 . 精准扶贫背景下中国贫困县的夜间灯光时空变化分析 . 遥感学报 , 28 （ 4 ）: 940 - 955 [ DOI: 10.11834/jrs. 20221856 http://dx.doi.org/10.11834/jrs.20221856 ]
Kuang K J , Zheng K Y , and Chen R , 2023 . Study on the spatio-temporal evolution of county-level economic development in Fujian Province based on NPP-VIIRS nighttime light data . Regional Research and Development , 42 ( 4 ): 29 - 35 .
旷开金 , 郑开焰 , 陈锐 , 等 . 基于NPP-VIIRS夜间灯光数据的福建省县域经济发展时空演化研究 . 地域研究与开发 , 2023 , 42 ( 4 ): 29 - 35 . [ DOI: 10.3969/j. issn.1003-2363.2023.04.005 http://dx.doi.org/10.3969/j.issn.1003-2363.2023.04.005 ]
Li L B and Liu B L , 2020 . Major Issues and Prospects of Regional Economic Development in China During the 14th Five-Year Plan Period . Management World , 36 ( 5 ): 36 - 51+8
李兰冰 , 刘秉镰 , 2020 . “十四五”时期中国区域经济发展的重大问题展望 . 管理世界 , 36 ( 5 ): 36 - 51+8 [ DOI: 10.19744/j.cnki.11-1235/f.2020. 0068 http://dx.doi.org/10.19744/j.cnki.11-1235/f.2020.0068 ]
Li Q H and Tan R J , 2023 . Synthesis Method of Annual Nighttime Lights Data from NPP-VIIRS . Remote Sensing Information , 38 ( 3 ): 47 - 53
李启华 , 谭荣建 , 2023 . NPP-VIIRS年度夜间灯光数据合成方法 . 遥感信息 , 38 ( 3 ): 47 - 53 . [ DOI: 10.20091/j.cnki.1000- 3177. 2023.03.007 http://dx.doi.org/10.20091/j.cnki.1000-3177.2023.03.007 ]
Li Q X , Zheng H , Zhang G , Guo X Y and Liu W L , 2020 . Analysis of Luojia-1 Index Based on Nighttime Lights Imagery . Surveying and Mapping Geographic Information , 45 ( 3 ): 8 - 15
李黔湘 , 郑晗 , 张过 , 郭雪瑶 , 刘伟玲 , 2020 . 基于夜间灯光影像的珞珈一号指数分析 . 测绘地理信息 , 45 ( 3 ): 8 - 15 [ DOI: 10.14188/j.2095-6045. 2020022 http://dx.doi.org/10.14188/j.2095-6045.2020022 ]
Li R Z , Huang X L and Liu Y B . 2023 . Spatial-temporal differentiation and influencing factors of urbanization in China from 2010 to 2020 . Acta Geographica Sinica , 78 ( 4 ): 777 - 791
李汝资 , 黄晓玲 , 刘耀彬 . 2023 . 2010-2020年中国城镇化的时空分异及影响因素分析 . 地理学报 , 78 ( 4 ): 777 - 791 [ DOI: 10.3321/j.issn:0375-5444. 2023. 04.010 http://dx.doi.org/10.3321/j.issn:0375-5444.2023.04.010 ]
Li X P and Gong L , 2019 . Calibration and fitting of DMSP/OLS and VIIRS/DNB nighttime lights imagery . Bulletin of Surveying and Mapping , ( 7 ) : 138 - 146
李雪萍 , 贡璐 , 2019 . DMSP/OLS和VIIRS/DNB夜间灯光影像的校正及拟合 . 测绘通报 ( 7 ): 138 - 146 . [ DOI: 10.13474/j.cnki.11-2246.2019.0236 http://dx.doi.org/10.13474/j.cnki.11-2246.2019.0236 ]
Li Y T , Li Y M , Wu B W , Ji P K , and Yang X , 2023 . Spatial-temporal evolution and influencing factors of built-up areas in Yunnan Province based on nighttime light imagery . Regional Research and Development , 42 ( 1 ): 61 - 67
李媛婷 , 李益敏 , 吴博闻 , 计培琨 , 杨雪 , 2023 . 基于夜间灯光影像的云南省建成区时空演变及影响因素分析 . 地域研究与开发 , 42 ( 1 ): 61 - 67 [ DOI: 10.3969/j. issn.1003-2363.2023.01.011 http://dx.doi.org/10.3969/j.issn.1003-2363.2023.01.011 ]
Li Y Y , Sheng Q , and Dai J , 2023 . Spatio-temporal evolution characteristics of carbon emissions in Beijing-Tianjin-Hebei urban agglomeration derived from integrated data of DMSP-OLS and NPP-VIIRS . Journal of Environmental Engineering Technology , 13 ( 2 ): 447 - 454
李云燕 , 盛清 , 代建 , 2023 . 基于DMSP-OLS与NPP-VIIRS整合数据的京津冀城市群碳排放时空演变特征 . 环境工程技术学报 , 13 ( 2 ): 447 - 454 [ DOI: 10.12153/j.issn. 1674-991X.20220089 http://dx.doi.org/10.12153/j.issn.1674-991X.20220089 ]
Liu C , Zhang H Y and Hu B G , 2022 . Urbanization and poverty from the perspectives of economy and population: Linear and U-shaped relationships—An empirical analysis based on provincial panel data of China . China Agricultural Resources and Zoning , 43 ( 1 ): 216 - 222
刘超 , 张海洋 , 胡宝贵 , 2022 . 经济、人口视角下的城镇化与贫困: 线性与U型关系——基于中国省级面板数据的实证分析 . 中国农业资源与区划 , 43 ( 1 ): 216 - 222 [ DOI: 10.7621/ cjarrp.1005-9121.20220122 http://dx.doi.org/10.7621/cjarrp.1005-9121.20220122 ]
Liu T , Zhuo Y X , Peng R X , and Cao G Z , 2022 . Spatial-temporal evolution of China's urbanization regional types from the perspective of urban-rural population changes . Acta Geographica Sinica , 77 ( 12 ): 3006 - 3022
刘涛 , 卓云霞 , 彭荣熙 , 曹广忠 , 2022 . 基于城乡人口变动视角的中国城镇化地域类型时空演变 . 地理学报 , 77 ( 12 ): 3006 - 3022 [ DOI: 10.11821/dlxb202212005 http://dx.doi.org/10.11821/dlxb202212005 ]
Liu Y S , 2018 . Research on the urban-rural integration and rural revitalization in the new era in China . Acta Geographica Sinica , 73 ( 4 ): 637 - 650
刘彦随 , 2018 . 中国新时代城乡融合与乡村振兴 . 地理学报 , 73 ( 4 ): 637 - 650 [ DOI: 10.11821/dlxb201804004 http://dx.doi.org/10.11821/dlxb201804004 ]
Ni P F and Xu H D , 2022 . Urbanization in China towards 2035 . Reform , ( 8 ) : 98 - 110
倪鹏飞 , 徐海东 , 2022 . 面向2035年的中国城镇化 . 改革 ( 8 ) : 98 - 110
Niu F Q and Xin Z L , 2021 . Spillover effects and spatial differentiation of high-speed rail stations in China: An empirical analysis based on nighttime lights data . Geographical Research , 40 ( 10 ): 2796 - 2807
牛方曲 , 辛钟龄 , 2021 . 中国高铁站的溢出效应及其空间分异——基于夜间灯光数据的实证分析 . 地理研究 , 40 ( 10 ): 2796 - 2807 [ DOI: 10.11821/dlyj020210183 http://dx.doi.org/10.11821/dlyj020210183 ]
Si W T , Zhang N H , Ye H P and Li Y , 2022 . Urbanization process of the Beijing-Tianjin-Hebei urban agglomeration based on long-term nighttime lights data . Resources Science , 44 ( 10 ): 2114 - 2124
司文涛 , 张宁慧 , 叶海鹏 , 李宇 , 2022 . 基于长时间序列夜间灯光数据的京津冀城市群城市化过程 . 资源科学 , 44 ( 10 ): 2114 - 2124 [ DOI: 10.18402/resci.2022.10.13 http://dx.doi.org/10.18402/resci.2022.10.13 ]
Wang H , Zhang B , Liu Y L , Liu Y F , Xu S , Zhao Y , Chen Y and Hong S , 2020 . Urban expansion patterns and their driving forces based on the center of gravity-GTWR model: A case study of the Beijing-Tianjin-Hebei urban agglomeration . Journal of Geographical Sciences , 30 : 297 - 318
Wang H , Hu Z Y , Li F Q and Zhou Y K , 2022 . Study on the urbanization process of the Chengdu-Chongqing region from 2000 to 2018 based on nighttime lights . Remote Sensing Technology and Applications , 37 ( 4 ): 897 - 907
王晗 , 胡自远 , 李付全 , 周玉科 , 2022 . 基于夜间灯光的2000—2018年成渝地区城市化过程研究 . 遥感技术与应用 , 37 ( 4 ): 897 - 907 [ DOI: 10.11873/j.issn. 1004-0323.2022.4. 0897 http://dx.doi.org/10.11873/j.issn.1004-0323.2022.4.0897 ]
Wang Z , Román M O , Sun Q , Molthan A L , Schultz L A and Kalb V L , 2018 . Monitoring disaster-related power outages using NASA Black Marble nighttime light product . The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences , 42 : 1853 - 1856
Wei H K , 2014 . Polarization trend and optimization of size distribution in China's urbanization process . China Industrial Economics , ( 3 ) : 18 - 30
魏后凯 , 2014 . 中国城镇化进程中两极化倾向与规模格局重构 . 中国工业经济 , 2014 ( 3 ): 18 - 30 [ DOI: 10.19581/j.cnki. ciejournal.2014.03.002 http://dx.doi.org/10.19581/j.cnki.ciejournal.2014.03.002 ]
Wei L L and Zhang M F , 2014 . Analysis of influencing factors of regional differences in urbanization in China . Statistics and Decision ( 19 ) : 112 - 114
魏丽莉 , 张明凡 , 2014 . 中国城镇化区域差异的影响因素分析 . 统计与决策 ( 19 ) : 112 - 114 [ DOI: 10.13546/j.cnki.tjyjc. 2014.19.026 http://dx.doi.org/10.13546/j.cnki.tjyjc.2014.19.026 ]
Wu , R J , Xue , Q X , and Luo , Z H , 2022 . Transformational Changes in China's Population Migration and Urbanization Patterns: 2000- 2020 . Journal of Shanghai Administration Institute , 23 ( 1 ): 74 - 86
吴瑞君 , 薛琪薪 , 罗志华 , 2022 . 我国人口迁移和城镇化格局的转折性变化: 2000-2020 年. 上海行政学院学报 , 23 ( 1 ): 74 - 86
Xu Y Y , 2017 . Analysis of regional differences and influencing factors of urbanization development in China . Economic and Trade Practice ( 1 ) : 55
许媛媛 , 2017 . 中国城镇化发展的区域差异及其影响因素分析 . 经贸实践 ( 1 ) : 55
Xu Z S and Xu Y M , 2021 . Study on the spatio-temporal evolution of the Yangtze River Delta urban agglomeration by integrating Dmsp/Ols and Npp/Viirs nighttime light data . Journal of Geo-Information Science , 23 ( 5 ): 837 - 849
许正森 , 徐永明 , 2021 . 整合DMSP/OLS和NPP/VIIRS夜间灯光遥感数据的长江三角洲城市格局时空演化研究 . 地球信息科学学报 , 23 ( 5 ): 837 - 849 [ DOI: 10.12082/dqxxkx.2021.200380 http://dx.doi.org/10.12082/dqxxkx.2021.200380 ]
Xia T , Xia Y , Liu X Y and Sun J W , 2023 . Regional economic development and policy system evolution in China: A three-dimensional analytical framework from a dynamic perspective . Acta Geographica Sinica , 78 ( 8 ): 1904 - 1919
夏添 , 夏迎 , 刘晓宇 , 孙久文 , 2023 . 中国区域经济发展与政策体系演化——基于动力视角的三维分析框架 . 地理学报 , 78 ( 8 ): 1904 - 1919 [ DOI: 10.11821/dlxb202308004 http://dx.doi.org/10.11821/dlxb202308004 ]
Yang Y , Huang Q X and Zhang L L , 2015 . Spatiotemporal measurement of land urbanization level based on DMSP/OLS nighttime lights data: A case study of the Bohai Rim region . Economic Geography , 35 ( 2 ): 141 - 148+168
杨洋 , 黄庆旭 , 章立玲 , 2015 . 基于DMSP/ OLS夜间灯光数据的土地城镇化水平时空测度研究——以环渤海地区为例 . 经济地理 , 35 ( 2 ): 141 - 148+168 [ DOI: 10.15957/ j.cnki.jjdl.2015.02.020 http://dx.doi.org/10.15957/j.cnki.jjdl.2015.02.020 ]
Yang Z , Zhang X , Lei J , Duan Z and Li J , 2019 . Spatio-temporal pattern characteristics of relationship between urbanization and economic development at county level in China . Chinese Geographical Science , 29 ( 4 ): 553 - 567 [ DOI: 10.1007/s11769-019- 1053-z http://dx.doi.org/10.1007/s11769-019-1053-z ]
Yu B L , Wang C X , Gong W K , Chen Z Q , Shi K F , Wu B , Hong Y C , Li Q X and Wu J P , 2021 . Nighttime light remote sensing and urban studies: Data, methods, applications, and prospects . National Remote Sensing Bulletin , 25 ( 1 ): 342 - 364
余柏蒗 , 王丛笑 , 宫文康 , 陈佐旗 , 施开放 , 吴宾 , 洪宇辰 , 李乔玄 , 吴健平 , 2021 . 夜间灯光遥感与城市问题研究: 数据、方法、应用和展望 . 遥感学报 , 25 ( 1 ): 342 - 364 [ DOI: 10.11834/jrs.20211018 http://dx.doi.org/10.11834/jrs.20211018 ]
Zhang B , Yin J , Qiu Y H , and Jiang H T , 2022 . Research on the spatial-temporal evolution of urban development in the Western Land-Sea New Corridor based on nighttime light data . Resources Development and Market , 38 ( 11 ): 1364 - 1373
张斌 , 尹剑 , 邱远宏 , 姜洪涛 , 2022 . 西部陆海新通道城市发展时空格局演变研究——基于夜间灯光数据 . 资源开发与市场 , 38 ( 11 ): 1364 - 1373 [ DOI: 10.3969/j.issn.1005-8141.2022.11.011 http://dx.doi.org/10.3969/j.issn.1005-8141.2022.11.011 ]
Zhang B F , Miao C H , Song Y N and Wang J J , 2020 . A calibration method for DMSP/OLS stable nighttime lights imagery for China . Journal of Geo-Information Science , 22 ( 8 ): 1679 - 1691
张佰发 , 苗长虹 , 宋雅宁 , 王娟娟 , 2020 . 一种DMSP/OLS稳定夜间灯光影像中国区域的校正方法 . 地球信息科学学报 , 22 ( 8 ): 1679 - 1691 [ DOI: 10.12082/dqxxkx.2020.190397 http://dx.doi.org/10.12082/dqxxkx.2020.190397 ]
Zhang B R , Li J , Wang M G and Duan P , 2021 . Mutual Correction of DMSP/OLS and NPP/VIIRS in Mainland China . Remote Sensing Information , 36 ( 3 ): 99 - 107
张碧蓉 , 李佳 , 王明果 , 段平 , 2021 . DMSP/OLS与NPP/VIIRS中国大陆地区相互校正研究 . 遥感信息 , 36 ( 3 ): 99 - 107 [ DOI: 10.3969/j.issn.1000-3177.2021.03.014 http://dx.doi.org/10.3969/j.issn.1000-3177.2021.03.014 ]
Zhang M , Yang L Y , Hu Z W and Yang Z Q , 2024 . Spatiotemporal differentiation characteristics and influencing mechanisms of urban expansion in the Yangtze River Economic Belt . Acta Geographica Sinica , 79 ( 2 ): 439 - 461
张敏 , 杨励雅 , 胡卓玮 , 杨子情 , 2024 . 长江经济带城市扩张的时空分异特征及影响机制 . 地理学报 , 79 ( 2 ): 439 - 461 .
Zhang T , Wang G H , Zheng L J , Dai H L , He Y H and Liu T . 2024 . Remote sensing monitoring and spatiotemporal characteristic analysis of urban construction land expansion in the urban agglomerations of China in the past 30 years . National Remote Sensing Bulletin , 28 ( 11 ): 2838 - 2849
张涛 , 王光辉 , 郑利娟 , 戴海伦 , 何宇华 , 刘婷 . 2024 . 近30年中国城市群城市建设用地扩张遥感监测与时空变化特征分析 . 遥感学报 , 28 ( 11 ): 2838 - 2849 [ DOI: 10.11834/jrs.20243399 http://dx.doi.org/10.11834/jrs.20243399 ]
Zhao A Z , Zhang X R , Xiang K Z , Liu X F and Zhang J H , 2023 . Spatiotemporal pattern analysis of urbanization levels on the Loess Plateau based on nighttime lights and statistical data . Remote Sensing of Natural Resources , 35 ( 3 ): 253 - 263
赵安周 , 张向蕊 , 相恺政 , 刘宪锋 , 张靓涵 , 2023 . 基于夜间灯光和统计数据的黄土高原城镇化水平时空格局分析 . 自然资源遥感 , 35 ( 3 ): 253 - 263 [ DOI: 10.6046/zrzyyg.2022222 http://dx.doi.org/10.6046/zrzyyg.2022222 ]
Zhao M F , Yan Q J , Yang Z , and Li J J , 2024 . Regional difference decomposition and convergence pattern of nearby urbanization in China from 2000 to 2020 . Progress in Geography , 43 ( 12 ): 2395 - 2412
赵美风 , 闫玘娇 , 杨振 , 李俊佳 , 2024 . 2000—2020年中国就近城镇化区域差异分解与趋同格局 . 地理科学进展 , 43 ( 12 ): 2395 - 2412 [ DOI: 10.18306/dlkxjz.2024.12.006 http://dx.doi.org/10.18306/dlkxjz.2024.12.006 ]
Zheng Q , Weng Q and Wang K , 2019 . Developing a new cross-sensor calibration model for DMSP-OLS and Suomi-NPP VIIRS night-light imageries . ISPRS Journal of Photogrammetry and Remote Sensing , 153 : 36 - 47
Zheng Z H , Wu Z F , Chen Y B , Yang Z W and Marinello F , 2021 . Analysis of ecological environment changes and urbanization characteristics in the Yangtze River Delta urban agglomeration based on Google Earth Engine . Acta Ecologica Sinica , 41 ( 2 ): 717 - 729
郑子豪 , 吴志峰 , 陈颖彪 , 杨智威 , Francesco Marinello , 2021 . 基于Google Earth Engine的长三角城市群生态环境变化与城市化特征分析 . 生态学报 , 41 ( 2 ): 717 - 729 [ DOI: 10.5846 /stxb202003250687 http://dx.doi.org/10.5846/stxb202003250687 ]
Zhou Y , Li L and Liao F , 2015 . Spatiotemporal patterns of urbanization in the Chengdu Plain urban agglomeration: A study based on DMSP/OLS nighttime lights data . Urban Development Research , 22 ( 3 ): 28 - 32
周垠 , 李磊 , 廖菲 , 2015 . 成都平原城市群城镇化时空格局——基于DMSP/OLS夜间灯光数据的研究 . 城市发展研究 , 22 ( 3 ): 28 - 32
Zou D , Zhou Y K , Lin J T , Chen T Y , Wu Z J and Wang H , 2022 . Analyzing socioeconomic development imbalances on both sides of the Hu Huanyong line using nighttime lights . Remote Sensing Technology and Applications , 37 ( 4 ): 929 - 937
邹丹 , 周玉科 , 林金堂 , 陈天宇 , 吴志杰 , 王洪 , 2022 . 利用夜间灯光分析胡焕庸线两侧社会经济发展不均衡状况 . 遥感技术与应用 , 37 ( 4 ): 929 - 937 [ DOI: 10.11873/j.issn.1004-0323.2022.4.0929 http://dx.doi.org/10.11873/j.issn.1004-0323.2022.4.0929 ]
相关作者
相关机构
京公网安备11010802024621
