- 1.
Arthur D and Vassilvitskii S. 2007. K-means++: the advantages of careful seeding//Proceedings of the Eighteenth Annual ACM-SIAM Symposium on Discrete Algorithms. New Orleans, Louisiana: ACM: 1027-1035
- 2.
Cao L Q, Li P X and Zhang L P. 2009. Urban population estimation based on the DMSP/OLS night-time satellite data——A case of Hubei province. Remote Sensing Information, (1): 83-87
- 3.
Cao X, Chen J, Imura H and Higashi O. 2009. A SVM-based method to extract urban areas from DMSP-OLS and SPOT VGT data. Remote Sensing of Environment, 113(10): 2205-2209
- 4.
Cao Z Y, Wu Z F, Kuang Y Q, Huang N S and Wang M. 2016. Coupling an intercalibration of radiance-calibrated nighttime light images and land use/cover data for modeling and analyzing the distribution of GDP in Guangdong, China. Sustainability, 8(2): 108
- 5.
Chen Y M, Liu X P, Li X, Liu X J, Yao Y, Hu G H, Xu X C and Pei F S. 2017a. Delineating urban functional areas with building-level social media data: a dynamic time warping (DTW) distance based k-medoids method. Landscape and Urban Planning, 160(1): 48-60
- 6.
Chen Y B, Zheng Z H, Wu Z F and Qian Q L. 2019. Review and prospect of application of nighttime light remote sensing data. Progress in Geography, 38(2): 205-223
- 7.
Chen Z Q. 2017. A Multiscale Analysis on Urban Area and Spatial Structure based on Nighttime Light Data. Shanghai: East China Normal University
- 8.
Chen Z Q, Yu B L, Song W, Liu H X, Wu Q S, Shi K F and Wu J P. 2017b. A new approach for detecting urban centers and their spatial structure with nighttime light remote sensing. IEEE Transactions on Geoscience and Remote Sensing, 55(11): 6305-6319
- 9.
Chen Z Q, Yu B L, Zhou Y Y, Liu H X, Yang C S, Shi K F and Wu J P. 2019. Mapping global urban areas From 2000 to 2012 using time-series nighttime light data and MODIS products. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 12(4): 1143-1153
- 10.
Croft T A. 1978. Nighttime images of the earth from space. Scientific American, 239(1): 86-101
- 11.
Elvidge C D, Baugh K E, Kihn E A, Kroehl H W, Davis E R and Davis C W. 1997. Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption. International Journal of Remote Sensing, 18(6): 1373-1379
- 12.
Elvidge C D, Baugh K, Zhizhin M, Hsu F C and Ghosh T. 2017. VIIRS night-time lights. International Journal of Remote Sensing, 38(21): 5860-5879
- 13.
Gao Y H, Gu Y H, Qiao X N, Song X H, Ye R W and Sun X. 2017. Study on extracting urban area in Nanjing based on DMSP/OLS nighttime light data. Science of Surveying and Mapping, 42(6): 93-98, 154
- 14.
Gu S Z. 1993. Analysis on measurement of urbanization in China. North-West Population, (2): 1-7
- 15.
Guo W, Lu D S, Wu Y L and Zhang J X. 2015. Mapping impervious surface distribution with integration of SNNP VIIRS-DNB and MODIS NDVI data. Remote Sensing, 7(9): 12459-12477
- 16.
He C Y, Shi P J, Li J G, Chen J, Pan Y Z, Li J, Zhuo L and Ichinose Toshiaki. 2006. Restoring urbanization process in China in the 1990s by using non-radiance-calibrated DMSP/OLS nighttime light imagery and statistical data. Chinese Science Bulletin, 51(7): 856-861
- 17.
Henderson J V, Storeygard A and Weil D N. 2012. Measuring economic growth from outer space. American Economic Review, 102(2): 994-1028
- 18.
Henderson V. 2003. The urbanization process and economic growth: the so-what question. Journal of Economic Growth, 8(1): 47-71
- 19.
Hu Y F, Zhao G H and Zhang Q L. 2018. Spatial distribution of population data based on nighttime light and LUC data in the Sichuan-Chongqing region. Journal of Geo-Information Science, 20(1): 68-78
- 20.
Huang Y X. 2016. Spatialization of Population Using Nighttime Light Remote Sensing Images and Social Sensing Data. Shanghai: East China Normal University
- 21.
Imhoff M L, Lawrence W T, Elvidge C D, Paul T, Levine E, Privalsky M V and Brown V. 1997. Using nighttime DMSP/OLS images of city lights to estimate the impact of urban land use on soil resources in the United States. Remote Sensing of Environment, 59(1): 105-117
- 22.
Jiang B, Yin J J and Liu Q L. 2015. Zipf’s law for all the natural cities around the world. International Journal of Geographical Information Science, 29(3): 498-522
- 23.
Kodinariya T M and Makwana P R. 2013. Review on determining of cluster in K-means clustering. International Journal of Advance Research in Computer Science and Management Studies, 1(6): 90-95
- 24.
Li X, Chen Z J, Wu J X, Wang W Y, Qu L A, Zhou C and Han X F. 2017. Gridding methods of city permanent population based on night light data and spatial regression models. Journal of Geo-Information Science, 19(10): 1298-1305
- 25.
Li X, Xu H M, Chen X L and Li C. 2013. Potential of NPP-VIIRS nighttime light imagery for modeling the regional economy of China. Remote Sensing, 5(6): 3057-3081
- 26.
Li Z G, Hu D Y, Li J H and Cen J. 2016. Simulation and spatialization of GDP in poverty areas based on night light imagery. Remote Sensing for Land and Resources, 28(2): 168-174
- 27.
Liang H D, Guo Z Y, Wu J P and Chen Z Q. 2020. GDP spatialization in Ningbo City based on NPP/VIIRS night-time light and auxiliary data using random forest regression. Advances in Space Research, 65(1): 481-493
- 28.
Lo C P. 2001. Modeling the population of China using DMSP operational linescan system nighttime data. Photogrammetric Engineering and Remote Sensing, 67(9): 1037-1047
- 29.
Müller M. 2007. Dynamic time warping//Information Retrieval for Music and Motion. Berlin, Heidelberg: Springer: 69-84
- 30.
Ma T, Zhou C H, Pei T, Haynie S and Fan J F. 2014. Responses of Suomi-NPP VIIRS-derived nighttime lights to socioeconomic activity in China’s cities. Remote Sensing Letters, 5(2): 165-174
- 31.
Niennattrakul V and Ratanamahatana C A. 2007. On clustering multimedia time series data using k-means and dynamic time warping//2007 International Conference on Multimedia and Ubiquitous Engineering. Seoul, Korea (South): IEEE: 733-738
- 32.
Northam R M. 1979. Urban Geography. New York: John Wiley and Sons Inc
- 33.
Ruan A Q, Liu S F, Fang Z G and Xu X M. 2006. Study on Development Kinetic Energy of Chinese Industry and Measure Model of Energy. 2006 6th World Congress on Intelligent Control and Automation, (1): 718-722
- 34.
Sharma R C, Tateishi R, Hara K, Gharechelou S and Iizuka K. 2016. Global mapping of urban built-up areas of year 2014 by combining MODIS multispectral data with VIIRS nighttime light data. International Journal of Digital Earth, 9(10): 1004-1020
- 35.
Shen C. 1997. A Preliminary Study on Calculation of Urbanization Level. Urban Planning, (1):22
- 36.
Shi K F, Yu B L, Huang Y X, Hu Y J, Yin B, Chen Z Q, Chen L J and Wu J P. 2014. Evaluating the ability of NPP-VIIRS nighttime light data to estimate the gross domestic product and the electric power consumption of China at multiple scales: a comparison with DMSP-OLS data. Remote Sensing, 6(2): 1705-1724
- 37.
Sutton P. 1997. Modeling population density with night-time satellite imagery and GIS. Computers, Environment and Urban Systems, 21(3/4): 227-244
- 38.
Sutton P C and Costanza R. 2002. Global estimates of market and non-market values derived from nighttime satellite imagery, land cover, and ecosystem service valuation. Ecological Economics, 41(3): 509-527
- 39.
Wang X T, Sutton P C and Qi B X. 2019. Global mapping of GDP at 1 km2 using VIIRS nighttime satellite imagery. ISPRS International Journal of Geo-Information, 8(12): 580
- 40.
Wu J S, Li S and Zhang X W. 2018. Research on saturation correction for long-time series of DMSP-OLS nighttime light dataset in China. Journal of Remote Sensing, 22(4): 621-632
- 41.
Wu Y X and Zhang D H. 2005. The comprehensive evaluation and empirical analysis on the urbanization level. Research on Economics and Management, (8): 66-69
- 42.
You X J and Wei S Q. 2012. A comparative study on economic kinetic energy of Fujian and Taiwan. Human Geography, 27(5): 110-114
- 43.
Yu B L, Lian T, Huang Y X, Yao S J, Ye X Y, Chen Z Q, Yang C S and Wu J P. 2019. Integration of nighttime light remote sensing images and taxi GPS tracking data for population surface enhancement. International Journal of Geographical Information Science, 33(4): 687-706
- 44.
Yu B L, Tang M, Wu Q S, Yang C S, Deng S Q, Shi K F, Peng C, Wu J P and Chen Z Q. 2018. Urban built-up area extraction from log-transformed NPP-VIIRS nighttime light composite data. IEEE Geoscience and Remote Sensing Letters, 15(8): 1279-1283
- 45.
Zhang H H. 2003 Lifting the economical capacity lend of Yangtze Delta area. Journal of Social Sciences, (4): 17-21 (张颢瀚. 2003. 提升长江三角洲的经济能级. 社会科学, (4): 17-21)
- 46.
Zhao M and Cheng W M. 2015. Overview of researches based on urban expansion via DMSP/OLS night-time light data. Geomatics and Spatial Information Technology, (3): 64-68
- 47.
Zheng Z H, Chen Y B, Wu Z F and Zhang Q F. 2018. Method to reduce saturation of DMSP/OLS nighttime light data based on UNL. Journal of Remote Sensing, 22(1): 161-173
- 48.
Zhou Y Y, Smith S J, Zhao K G, Imhoff M, Thomson A, Bond-Lamberty B, Asrar G R, Zhang X S, He C Y and Elvidge C D. 2015. A global map of urban extent from nightlights. Environmental Research Letters, 10(5): 054011
- 49.
Zhou Y X. 1982. The laws of the relationalship between urbanization and GDP. Population and Economics, (1): 28-33
- 50.
Zhu X B, Ma M G, Yang H and Ge W. 2017. Modeling the spatiotemporal dynamics of gross domestic product in China using extended temporal coverage nighttime light data. Remote Sensing, 9(6): 626
- 51.
Zhuo L, Ichinose T, Zheng J, Chen J, Shi P J and Li X. 2009. Modelling the population density of China at the pixel level based on DMSP/OLS non-radiance-calibrated night-time light images. International Journal of Remote Sensing, 30(4): 1003-1018