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Volumn 10, Issue 2, 2018, Pages

A Genetic Algorithm-based urban cluster automatic threshold method by combining VIIRS DNB, NDVI, and NDBI to monitor urbanization

Author keywords

GA UCAT; Genetic Algorithms; NDBI; NDVI; Threshold selection; Urban dynamics; VIIRS DNB

Indexed keywords

CLUSTERING ALGORITHMS; ENVIRONMENTAL PROTECTION; REMOTE SENSING; SPATIAL DISTRIBUTION; URBAN GROWTH;

EID: 85042538280     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs10020277     Document Type: Article
Times cited : (61)

References (51)
  • 2
    • 33846300967 scopus 로고    scopus 로고
    • Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery
    • Yuan, F.; Bauer, M.E. Comparison of impervious surface area and normalized difference vegetation index as indicators of surface urban heat island effects in Landsat imagery. Remote Sens. Environ. 2007, 106, 375-386
    • (2007) Remote Sens. Environ , vol.106 , pp. 375-386
    • Yuan, F.1    Bauer, M.E.2
  • 3
    • 84855749375 scopus 로고    scopus 로고
    • Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia
    • Shahbaz, M.; Lean, H.H. Does financial development increase energy consumption? The role of industrialization and urbanization in Tunisia. Energy Policy 2012, 40, 473-479
    • (2012) Energy Policy , vol.40 , pp. 473-479
    • Shahbaz, M.1    Lean, H.H.2
  • 4
    • 84856743195 scopus 로고    scopus 로고
    • Exploring land use and land cover effects on air quality in Central Alabama using GIS and remote sensing
    • Superczynski, S.D.; Christopher, S.A. Exploring land use and land cover effects on air quality in Central Alabama using GIS and remote sensing. Remote Sens. 2011, 3, 2552
    • (2011) Remote Sens , vol.3 , pp. 2552
    • Superczynski, S.D.1    Christopher, S.A.2
  • 5
    • 0034713642 scopus 로고    scopus 로고
    • Urban impacts on the ecology of receiving waters: A framework for assessment, conservation and restoration
    • Walsh, C.J. Urban impacts on the ecology of receiving waters: A framework for assessment, conservation and restoration. Hydrobiologia 2000, 431, 107-114
    • (2000) Hydrobiologia , vol.431 , pp. 107-114
    • Walsh, C.J.1
  • 6
    • 0038024324 scopus 로고    scopus 로고
    • Impact of urbanization and land-use change on climate
    • Kalnay, E.; Cai, M. Impact of urbanization and land-use change on climate. Nature 2003, 423, 528
    • (2003) Nature , vol.423 , pp. 528
    • Kalnay, E.1    Cai, M.2
  • 7
    • 0020122395 scopus 로고    scopus 로고
    • Spatial resolution requirements for urban studies
    • Welch, R. Spatial resolution requirements for urban studies. Int. J. Remote. Sens. 2007, 3, 139-146
    • (2007) Int. J. Remote. Sens , vol.3 , pp. 139-146
    • Welch, R.1
  • 8
    • 0032986310 scopus 로고    scopus 로고
    • Remote sensing of urban/suburban infrastructure and socio-economic attributes
    • Jensen, J.R.; Cowen, D.C. Remote sensing of urban/suburban infrastructure and socio-economic attributes. Photogramm. Eng. Remote Sens. 1999, 65, 611-622
    • (1999) Photogramm. Eng. Remote Sens , vol.65 , pp. 611-622
    • Jensen, J.R.1    Cowen, D.C.2
  • 9
    • 77953352308 scopus 로고    scopus 로고
    • Spatial patterns and driving forces of land use change in China during the early 21st century
    • Liu, J.; Zhang, Z.; Xu, X.; Kuang, W.; Zhou, W.; Zhang, S.; Li, R.; Yan, C.; Yu, D.; Wu, S.; et al. Spatial patterns and driving forces of land use change in China during the early 21st century. J. Geogr. Sci. 2010, 20, 483-494
    • (2010) J. Geogr. Sci , vol.20 , pp. 483-494
    • Liu, J.1    Zhang, Z.2    Xu, X.3    Kuang, W.4    Zhou, W.5    Zhang, S.6    Li, R.7    Yan, C.8    Yu, D.9    Wu, S.10
  • 10
    • 84869865583 scopus 로고    scopus 로고
    • Urban growth of the Washington, DC-Baltimore, MD metropolitan region from 1984 to 2010 by annual, Landsat-based estimates of impervious cover
    • Sexton, J.O.; Song, X.-P.; Huang, C.; Channan, S.; Baker, M.E.; Townshend, J.R. Urban growth of the Washington, DC-Baltimore, MD metropolitan region from 1984 to 2010 by annual, Landsat-based estimates of impervious cover. Remote Sens. Environ. 2013, 129, 42-53
    • (2013) Remote Sens. Environ , vol.129 , pp. 42-53
    • Sexton, J.O.1    Song, X.-P.2    Huang, C.3    Channan, S.4    Baker, M.E.5    Townshend, J.R.6
  • 11
    • 33845213335 scopus 로고    scopus 로고
    • Remote sensing and GIS for mapping and monitoring land cover and land-use changes in the northwestern coastal zone of Egypt
    • Shalaby, A.; Tateishi, R. Remote sensing and GIS for mapping and monitoring land cover and land-use changes in the northwestern coastal zone of Egypt. Appl. Geogr. 2007, 27, 28-41
    • (2007) Appl. Geogr , vol.27 , pp. 28-41
    • Shalaby, A.1    Tateishi, R.2
  • 12
    • 84952783724 scopus 로고    scopus 로고
    • Characterizing the magnitude, timing and duration of urban growth from time series of Landsat-based estimates of impervious cover
    • Song, X.-P.; Sexton, J.O.; Huang, C.; Channan, S.; Townshend, J.R. Characterizing the magnitude, timing and duration of urban growth from time series of Landsat-based estimates of impervious cover. Remote Sens. Environ. 2016, 175, 1-13
    • (2016) Remote Sens. Environ , vol.175 , pp. 1-13
    • Song, X.-P.1    Sexton, J.O.2    Huang, C.3    Channan, S.4    Townshend, J.R.5
  • 13
    • 25844497537 scopus 로고    scopus 로고
    • Land cover classification and change analysis of the Twin Cities (Minnesota) metropolitan area by multi-temporal Landsat remote sensing
    • Yuan, F.; Sawaya, K.E.; Loeffelholz, B.C.; Bauer, M.E. Land cover classification and change analysis of the Twin Cities (Minnesota) metropolitan area by multi-temporal Landsat remote sensing. Remote Sens. Environ. 2005, 98, 317-328
    • (2005) Remote Sens. Environ , vol.98 , pp. 317-328
    • Yuan, F.1    Sawaya, K.E.2    Loeffelholz, B.C.3    Bauer, M.E.4
  • 14
    • 70450268046 scopus 로고    scopus 로고
    • Mapping urban areas on a global scale: Which of the eight maps now available is more accurate?
    • Potere, D.; Schneider, A.; Angel, S.; Civco, D.L. Mapping urban areas on a global scale: Which of the eight maps now available is more accurate? Int. J. Remote. Sens. 2009, 30, 6531-6558
    • (2009) Int. J. Remote. Sens , vol.30 , pp. 6531-6558
    • Potere, D.1    Schneider, A.2    Angel, S.3    Civco, D.L.4
  • 15
    • 0345359173 scopus 로고    scopus 로고
    • Mapping urban areas by fusing multiple sources of coarse resolution remotely sensed data
    • Schneider, A.; Friedl, M.A.; McIver, D.K.; Woodcock, C.E. Mapping urban areas by fusing multiple sources of coarse resolution remotely sensed data. Photogramm. Eng. Remote Sens. 2003, 69, 1377-1386
    • (2003) Photogramm. Eng. Remote Sens , vol.69 , pp. 1377-1386
    • Schneider, A.1    Friedl, M.A.2    McIver, D.K.3    Woodcock, C.E.4
  • 16
    • 70450253287 scopus 로고    scopus 로고
    • A new map of global urban extent from MODIS satellite data
    • Schneider, A.; Friedl, M.A.; Potere, D. A new map of global urban extent from MODIS satellite data. Environ. Res. Lett. 2009, 4, 044003
    • (2009) Environ. Res. Lett , vol.4
    • Schneider, A.1    Friedl, M.A.2    Potere, D.3
  • 17
    • 85034769819 scopus 로고    scopus 로고
    • Spatial Recognition of the urban-rural fringe of Beijing using DMSP/OLS nighttime light data
    • Yang, Y.; Ma, M.; Tan, C.; Li, W. Spatial Recognition of the urban-rural fringe of Beijing using DMSP/OLS nighttime light data. Remote Sens. 2017, 9, 1141
    • (2017) Remote Sens , vol.9 , pp. 1141
    • Yang, Y.1    Ma, M.2    Tan, C.3    Li, W.4
  • 19
    • 85032874196 scopus 로고    scopus 로고
    • Monitoring urban clusters expansion in the middle reaches of the Yangtze River, China, using time-series nighttime light images
    • Zou, Y.; Peng, H.; Liu, G.; Yang, K.; Xie, Y.; Weng, Q. Monitoring urban clusters expansion in the middle reaches of the Yangtze River, China, using time-series nighttime light images. Remote Sens. 2017, 9, 1007
    • (2017) Remote Sens , vol.9 , pp. 1007
    • Zou, Y.1    Peng, H.2    Liu, G.3    Yang, K.4    Xie, Y.5    Weng, Q.6
  • 20
    • 85040775545 scopus 로고    scopus 로고
    • Mapping development pattern in Beijing-Tianjin-Hebei urban agglomeration using DMSP/OLS nighttime light data
    • Hu, Y.N.; Peng, J.; Liu, Y.; Du, Y.; Li, H.; Wu, J. Mapping development pattern in Beijing-Tianjin-Hebei urban agglomeration using DMSP/OLS nighttime light data. Remote Sens. 2017, 9, 760
    • (2017) Remote Sens , vol.9 , pp. 760
    • Hu, Y.N.1    Peng, J.2    Liu, Y.3    Du, Y.4    Li, H.5    Wu, J.6
  • 21
    • 84997112168 scopus 로고    scopus 로고
    • Monitoring urban dynamics in the southeast U.S.A. using time-series DMSP/OLS nightlight imagery
    • Li, Q.; Lu, L.;Weng, Q.; Xie, Y.; Guo, H. Monitoring urban dynamics in the southeast U.S.A. using time-series DMSP/OLS nightlight imagery. Remote Sens. 2016, 8, 578
    • (2016) Remote Sens , vol.8 , pp. 578
    • Li, Q.1    Lu, L.2    Weng, Q.3    Xie, Y.4    Guo, H.5
  • 22
    • 21444442551 scopus 로고    scopus 로고
    • Spatial analysis of global urban extent from DMSP/OLS night lights
    • Small, C.; Pozzi, F.; Elvidge, C.D. Spatial analysis of global urban extent from DMSP/OLS night lights. Remote Sens. Environ. 2005, 96, 277-291
    • (2005) Remote Sens. Environ , vol.96 , pp. 277-291
    • Small, C.1    Pozzi, F.2    Elvidge, C.D.3
  • 26
    • 84928802105 scopus 로고    scopus 로고
    • Dynamics of urbanization levels in China from 1992 to 2012: Perspective from DMSP/OLS nighttime light data
    • Gao, B.; Huang, Q.; He, C.; Ma, Q. Dynamics of urbanization levels in China from 1992 to 2012: Perspective from DMSP/OLS nighttime light data. Remote Sens. 2015, 7, 1721
    • (2015) Remote Sens , vol.7 , pp. 1721
    • Gao, B.1    Huang, Q.2    He, C.3    Ma, Q.4
  • 27
    • 84912533152 scopus 로고    scopus 로고
    • Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images: A case study of China
    • Yu, B.; Shu, S.; Liu, H.; Song, W.; Wu, J.; Wang, L.; Chen, Z. Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images: A case study of China. Int. J. Geogr. Inf. Sci. 2014, 28, 2328-2355
    • (2014) Int. J. Geogr. Inf. Sci , vol.28 , pp. 2328-2355
    • Yu, B.1    Shu, S.2    Liu, H.3    Song, W.4    Wu, J.5    Wang, L.6    Chen, Z.7
  • 28
    • 0031231143 scopus 로고    scopus 로고
    • A technique for using composite DMSP/OLS "city lights" satellite data to map urban area
    • Imhoff, M.L.; Lawrence, W.T.; Stutzer, D.C.; Elvidge, C.D. A technique for using composite DMSP/OLS "city lights" satellite data to map urban area. Remote Sens. Environ. 1997, 61, 361-370
    • (1997) Remote Sens. Environ , vol.61 , pp. 361-370
    • Imhoff, M.L.1    Lawrence, W.T.2    Stutzer, D.C.3    Elvidge, C.D.4
  • 29
    • 77951712261 scopus 로고    scopus 로고
    • Spectral identification of lighting type and character
    • Elvidge, C.D.; Keith, D.M.; Tuttle, B.T.; Baugh, K.E. Spectral identification of lighting type and character. Sensors 2010, 10, 3961-3988
    • (2010) Sensors , vol.10 , pp. 3961-3988
    • Elvidge, C.D.1    Keith, D.M.2    Tuttle, B.T.3    Baugh, K.E.4
  • 30
    • 84894627399 scopus 로고    scopus 로고
    • 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
    • Shi, K.; Yu, B.; Huang, Y.; Hu, Y.; Yin, B.; Chen, Z.; Chen, L.; Wu, J. 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 Sens. 2014, 6, 1705
    • (2014) Remote Sens , vol.6 , pp. 1705
    • Shi, K.1    Yu, B.2    Huang, Y.3    Hu, Y.4    Yin, B.5    Chen, Z.6    Chen, L.7    Wu, J.8
  • 31
    • 67849084831 scopus 로고    scopus 로고
    • A SVM-based method to extract urban areas from DMSP/OLS and SPOT-VGT data
    • Cao, X.; Chen, J.; Imura, H.; Higashi, O. A SVM-based method to extract urban areas from DMSP/OLS and SPOT-VGT data. Remote Sens. Environ. 2009, 113, 2205-2209
    • (2009) Remote Sens. Environ , vol.113 , pp. 2205-2209
    • Cao, X.1    Chen, J.2    Imura, H.3    Higashi, O.4
  • 32
    • 84880304629 scopus 로고    scopus 로고
    • Monitoring urbanization dynamics in India using DMSP/OLS night time lights and SPOT-VGT data
    • Pandey, B.; Joshi, P.; Seto, K.C. Monitoring urbanization dynamics in India using DMSP/OLS night time lights and SPOT-VGT data. Int. J. Appl. Earth Obs. Geoinf. 2013, 23, 49-61
    • (2013) Int. J. Appl. Earth Obs. Geoinf , vol.23 , pp. 49-61
    • Pandey, B.1    Joshi, P.2    Seto, K.C.3
  • 33
    • 84869231658 scopus 로고    scopus 로고
    • The vegetation adjusted NTL urban index: A new approach to reduce saturation and increase variation in nighttime luminosity
    • Zhang, Q.; Schaaf, C.; Seto, K.C. The vegetation adjusted NTL urban index: A new approach to reduce saturation and increase variation in nighttime luminosity. Remote Sens. Environ. 2013, 129, 32-41
    • (2013) Remote Sens. Environ , vol.129 , pp. 32-41
    • Zhang, Q.1    Schaaf, C.2    Seto, K.C.3
  • 34
    • 84964433303 scopus 로고    scopus 로고
    • Global mapping of urban built-up areas of year 2014 by combining MODIS multispectral data with VIIRS nighttime light data
    • Sharma, R.C.; Tateishi, R.; Hara, K.; Gharechelou, S.; Iizuka, K. Global mapping of urban built-up areas of year 2014 by combining MODIS multispectral data with VIIRS nighttime light data. Int. J. Digit. Earth 2016, 9, 1004-1020
    • (2016) Int. J. Digit. Earth , vol.9 , pp. 1004-1020
    • Sharma, R.C.1    Tateishi, R.2    Hara, K.3    Gharechelou, S.4    Iizuka, K.5
  • 35
    • 0242432489 scopus 로고    scopus 로고
    • Validation of urban boundaries derived from global night-time satellite imagery
    • Henderson, M.; Yeh, E.T.; Gong, P.; Elvidge, C.; Baugh, K. Validation of urban boundaries derived from global night-time satellite imagery. Int. J. Remote. Sens. 2003, 24, 595-609
    • (2003) Int. J. Remote. Sens , vol.24 , pp. 595-609
    • Henderson, M.1    Yeh, E.T.2    Gong, P.3    Elvidge, C.4    Baugh, K.5
  • 36
    • 84862815586 scopus 로고    scopus 로고
    • Extracting the dynamics of urban expansion in China using DMSP/OLS nighttime light data from 1992 to 2008
    • Liu, Z.; He, C.; Zhang, Q.; Huang, Q.; Yang, Y. Extracting the dynamics of urban expansion in China using DMSP/OLS nighttime light data from 1992 to 2008. Landsc. Urban Plan. 2012, 106, 62-72
    • (2012) Landsc. Urban Plan , vol.106 , pp. 62-72
    • Liu, Z.1    He, C.2    Zhang, Q.3    Huang, Q.4    Yang, Y.5
  • 37
    • 0141457425 scopus 로고    scopus 로고
    • A scale-adjusted measure of "urban sprawl" using nighttime satellite imagery
    • Sutton, P.C. A scale-adjusted measure of "urban sprawl" using nighttime satellite imagery. Remote Sens. Environ. 2003, 86, 353-369
    • (2003) Remote Sens. Environ , vol.86 , pp. 353-369
    • Sutton, P.C.1
  • 38
    • 85007568959 scopus 로고    scopus 로고
    • Updating urban extents with nighttime light imagery by using an object-based thresholding method
    • Xie, Y.;Weng, Q. Updating urban extents with nighttime light imagery by using an object-based thresholding method. Remote Sens. Environ. 2016, 187, 1-13
    • (2016) Remote Sens. Environ , vol.187 , pp. 1-13
    • Xie, Y.1    Weng, Q.2
  • 39
    • 0002338687 scopus 로고
    • A genetic algorithm tutorial
    • Whitley, D. A genetic algorithm tutorial. Stat. Comput. 1994, 4, 65-85
    • (1994) Stat. Comput , vol.4 , pp. 65-85
    • Whitley, D.1
  • 40
    • 85042524575 scopus 로고    scopus 로고
    • Urban Agglomerations in China
    • San Francisco, CA, USA, 17-21 April 2007; American Association of Geographers: Washington, DC, USA
    • Chan, R. Urban Agglomerations in China. In Proceedings of the American Association of Geographers Annual Meeting, San Francisco, CA, USA, 17-21 April 2007; American Association of Geographers: Washington, DC, USA, 2007
    • (2007) Proceedings of the American Association of Geographers Annual Meeting
    • Chan, R.1
  • 41
    • 3643128071 scopus 로고    scopus 로고
    • Principal Component analysis of stacked multi-temporal images for the monitoring of rapid urban expansion in the Pearl River Delta
    • Li, X.; Yeh, A.G.O. Principal Component analysis of stacked multi-temporal images for the monitoring of rapid urban expansion in the Pearl River Delta. Int. J. Remote. Sens. 1998, 19, 1501-1518
    • (1998) Int. J. Remote. Sens , vol.19 , pp. 1501-1518
    • Li, X.1    Yeh, A.G.O.2
  • 42
    • 78650680209 scopus 로고    scopus 로고
    • The urban growth, size distribution and spatio-temporal dynamic pattern of the Yangtze River Delta megalopolitan region, China
    • Tian, G.; Jiang, J.; Yang, Z.; Zhang, Y. The urban growth, size distribution and spatio-temporal dynamic pattern of the Yangtze River Delta megalopolitan region, China. Ecol. Model. 2011, 222, 865-878
    • (2011) Ecol. Model , vol.222 , pp. 865-878
    • Tian, G.1    Jiang, J.2    Yang, Z.3    Zhang, Y.4
  • 43
    • 20044389902 scopus 로고    scopus 로고
    • Urban land expansion and arable land loss in China-a case study of Beijing-Tianjin-Hebei region
    • Tan, M.; Li, X.; Xie, H.; Lu, C. Urban land expansion and arable land loss in China-a case study of Beijing-Tianjin-Hebei region. Land Use Policy 2005, 22, 187-196
    • (2005) Land Use Policy , vol.22 , pp. 187-196
    • Tan, M.1    Li, X.2    Xie, H.3    Lu, C.4
  • 45
    • 0037429468 scopus 로고    scopus 로고
    • Use of normalized difference built-up index in automatically mapping urban areas from TM imagery
    • Zha, Y.; Gao, J.; Ni, S. Use of normalized difference built-up index in automatically mapping urban areas from TM imagery. Int. J. Remote Sens. 2003, 24, 583-594
    • (2003) Int. J. Remote Sens , vol.24 , pp. 583-594
    • Zha, Y.1    Gao, J.2    Ni, S.3
  • 46
    • 33747136902 scopus 로고    scopus 로고
    • Modification of normalized difference water index (NDWI) to enhance open water features in remotely sensed imagery
    • Xu, H. Modification of normalized difference water index (NDWI) to enhance open water features in remotely sensed imagery. Int. J. Remote Sens. 2006, 27, 3025-3033
    • (2006) Int. J. Remote Sens , vol.27 , pp. 3025-3033
    • Xu, H.1
  • 48
    • 0026988817 scopus 로고
    • Genetic algorithms
    • Holland, J.H. Genetic algorithms. Sci. Am. 1992, 267, 66-72
    • (1992) Sci. Am , vol.267 , pp. 66-72
    • Holland, J.H.1
  • 49
    • 0018306059 scopus 로고
    • A threshold selection method from gray-level histograms
    • Otsu, N. A threshold selection method from gray-level histograms. IEEE Trans. Syst. Man Cybern. 1979, 9, 62-66
    • (1979) IEEE Trans. Syst. Man Cybern , vol.9 , pp. 62-66
    • Otsu, N.1
  • 51
    • 84899681069 scopus 로고    scopus 로고
    • Exploring the relationship between urbanization and the eco-environment-a case study of Beijing-Tianjin-Hebei region
    • Wang, S.; Ma, H.; Zhao, Y. Exploring the relationship between urbanization and the eco-environment-a case study of Beijing-Tianjin-Hebei region. Ecol. Indic. 2014, 45, 171-183
    • (2014) Ecol. Indic , vol.45 , pp. 171-183
    • Wang, S.1    Ma, H.2    Zhao, Y.3


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