메뉴 건너뛰기




Volumn 128, Issue , 2017, Pages 1-15

Spatiotemporally enhancing time-series DMSP/OLS nighttime light imagery for assessing large-scale urban dynamics

Author keywords

DMSP OLS; Nighttime light; Spatiotemporal consistency; Threshold normalization; Urban change

Indexed keywords

IMAGE RESOLUTION; TIME SERIES; URBAN PLANNING;

EID: 85015700753     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2017.03.003     Document Type: Article
Times cited : (74)

References (56)
  • 1
    • 11344268445 scopus 로고    scopus 로고
    • Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data
    • Amaral, S., Câmara, G., Monteiro, A.M.V., Quintanilha, J.A., Elvidge, C.D., Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data. Comput. Environ. Urban 29 (2005), 179–195.
    • (2005) Comput. Environ. Urban , vol.29 , pp. 179-195
    • Amaral, S.1    Câmara, G.2    Monteiro, A.M.V.3    Quintanilha, J.A.4    Elvidge, C.D.5
  • 2
    • 81255167526 scopus 로고    scopus 로고
    • Development of a 2009 stable lights product using DMSP-OLS data
    • Baugh, K., Elvidge, C.D., Ghosh, T., Ziskin, D., Development of a 2009 stable lights product using DMSP-OLS data. Proc. APAN 30 (2010), 114–130.
    • (2010) Proc. APAN , vol.30 , pp. 114-130
    • Baugh, K.1    Elvidge, C.D.2    Ghosh, T.3    Ziskin, D.4
  • 4
    • 85015677400 scopus 로고    scopus 로고
    • Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid, Center for International Earth Science Information Network.
    • CIESIN, 2011. Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid, Center for International Earth Science Information Network.
    • (2011)
  • 5
    • 84973587732 scopus 로고
    • A coefficient of agreement for nominal scales
    • Cohen, J., A coefficient of agreement for nominal scales. Educat. Psychol. Measure. 20 (1960), 37–46.
    • (1960) Educat. Psychol. Measure. , vol.20 , pp. 37-46
    • Cohen, J.1
  • 6
    • 84867025669 scopus 로고    scopus 로고
    • BCI: A biophysical composition index for remote sensing of urban environments
    • Deng, C., Wu, C., BCI: A biophysical composition index for remote sensing of urban environments. Remote Sens. Environ. 127 (2012), 247–259.
    • (2012) Remote Sens. Environ. , vol.127 , pp. 247-259
    • Deng, C.1    Wu, C.2
  • 8
    • 54349125066 scopus 로고    scopus 로고
    • Rates of urbanisation and the resiliency of air and water quality
    • Duh, J.D., Shandas, V., Chang, H., George, L.A., Rates of urbanisation and the resiliency of air and water quality. Sci. Total Environ. 400 (2008), 238–256.
    • (2008) Sci. Total Environ. , vol.400 , pp. 238-256
    • Duh, J.D.1    Shandas, V.2    Chang, H.3    George, L.A.4
  • 9
    • 0031126892 scopus 로고    scopus 로고
    • Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption
    • Elvidge, C.D., Baugh, K.E., Kihn, E.A., Kroehl, H.W., Davis, E.R., Davis, C.W., Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption. Int. J. Remote Sens. 18 (1997), 1373–1379.
    • (1997) Int. J. Remote Sens. , vol.18 , pp. 1373-1379
    • Elvidge, C.D.1    Baugh, K.E.2    Kihn, E.A.3    Kroehl, H.W.4    Davis, E.R.5    Davis, C.W.6
  • 13
    • 84954169999 scopus 로고    scopus 로고
    • A time series analysis of urbanization induced land use and land cover change and its impact on land surface temperature with Landsat imagery
    • Fu, P., Weng, Q., A time series analysis of urbanization induced land use and land cover change and its impact on land surface temperature with Landsat imagery. Remote Sens. Environ. 175 (2016), 205–214.
    • (2016) Remote Sens. Environ. , vol.175 , pp. 205-214
    • Fu, P.1    Weng, Q.2
  • 14
    • 38049035787 scopus 로고    scopus 로고
    • Wavelet analysis of MODIS time series to detect expansion and intensification of row-crop agriculture in Brazil
    • Galford, G.L., Mustard, J.F., Melillo, J., Gendrin, A., Cerri, C.C., Cerri, C.E.P., Wavelet analysis of MODIS time series to detect expansion and intensification of row-crop agriculture in Brazil. Remote Sens. Environ. 112 (2008), 576–587.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 576-587
    • Galford, G.L.1    Mustard, J.F.2    Melillo, J.3    Gendrin, A.4    Cerri, C.C.5    Cerri, C.E.P.6
  • 16
    • 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. 24 (2003), 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
  • 17
    • 84929465562 scopus 로고    scopus 로고
    • Completion of the 2011 national land cover database for the conterminous United States – representing a decade of land cover change information
    • Homer, C., Dewitz, J., Yang, L., Jin, S., Danielson, P., Xian, G., Coulston, J., Herold, N., Wickham, J., Megown, K., Completion of the 2011 national land cover database for the conterminous United States – representing a decade of land cover change information. Photogram. Eng. Remote Sens. 81 (2015), 346–354.
    • (2015) Photogram. Eng. Remote Sens. , vol.81 , pp. 346-354
    • Homer, C.1    Dewitz, J.2    Yang, L.3    Jin, S.4    Danielson, P.5    Xian, G.6    Coulston, J.7    Herold, N.8    Wickham, J.9    Megown, K.10
  • 18
    • 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. 61 (1997), 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
  • 19
    • 84925003582 scopus 로고    scopus 로고
    • Urban land density function: a new method to characterize urban expansion
    • Jiao, L., Urban land density function: a new method to characterize urban expansion. Landscape Urban Plan 139 (2015), 26–39.
    • (2015) Landscape Urban Plan , vol.139 , pp. 26-39
    • Jiao, L.1
  • 20
    • 84961644758 scopus 로고    scopus 로고
    • How good is the map? A multi-scale cross-comparison framework for global settlement layers: evidence from Central Europe
    • Klotz, M., Kemper, T., Geiß, C., Esch, T., Taubenböck, H., How good is the map? A multi-scale cross-comparison framework for global settlement layers: evidence from Central Europe. Remote Sens. Environ. 178 (2016), 191–212.
    • (2016) Remote Sens. Environ. , vol.178 , pp. 191-212
    • Klotz, M.1    Kemper, T.2    Geiß, C.3    Esch, T.4    Taubenböck, H.5
  • 21
    • 84863708944 scopus 로고    scopus 로고
    • Regional differences of China's urban expansion from late 20th to early 21st century based on remote sensing information
    • Liu, J., Zhang, Q., Hu, Y., Regional differences of China's urban expansion from late 20th to early 21st century based on remote sensing information. Chinese Geograph. Sci. 22 (2012), 1–14.
    • (2012) Chinese Geograph. Sci. , vol.22 , pp. 1-14
    • Liu, J.1    Zhang, Q.2    Hu, Y.3
  • 22
    • 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., Spatial patterns and driving forces of land use change in China during the early 21st century. J. Geogr. Sci. 20 (2010), 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
  • 23
    • 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. Landscape Urban Plan 106 (2012), 62–72.
    • (2012) Landscape Urban Plan , vol.106 , pp. 62-72
    • Liu, Z.1    He, C.2    Zhang, Q.3    Huang, Q.4    Yang, Y.5
  • 24
    • 48349143471 scopus 로고    scopus 로고
    • Regional mapping of human settlements in southeastern China with multisensor remotely sensed data
    • Lu, D., Tian, H., Zhou, G., Ge, H., Regional mapping of human settlements in southeastern China with multisensor remotely sensed data. Remote Sens. Environ. 112 (2008), 3668–3679.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3668-3679
    • Lu, D.1    Tian, H.2    Zhou, G.3    Ge, H.4
  • 26
    • 84906099028 scopus 로고    scopus 로고
    • Quantifying spatiotemporal patterns of urban impervious surfaces in China: an improved assessment using nighttime light data
    • Ma, Q., He, C., Wu, J., Liu, Z., Zhang, Q., Sun, Z., Quantifying spatiotemporal patterns of urban impervious surfaces in China: an improved assessment using nighttime light data. Landscape Urban Plan 130 (2014), 36–49.
    • (2014) Landscape Urban Plan , vol.130 , pp. 36-49
    • Ma, Q.1    He, C.2    Wu, J.3    Liu, Z.4    Zhang, Q.5    Sun, Z.6
  • 27
    • 84861635766 scopus 로고    scopus 로고
    • Quantitative estimation of urbanization dynamics using time series of DMSP/OLS nighttime light data: a comparative case study from China's cities
    • Ma, T., Zhou, C., Pei, T., Haynie, S., Fan, J., Quantitative estimation of urbanization dynamics using time series of DMSP/OLS nighttime light data: a comparative case study from China's cities. Remote Sens. Environ. 124 (2012), 99–107.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 99-107
    • Ma, T.1    Zhou, C.2    Pei, T.3    Haynie, S.4    Fan, J.5
  • 28
    • 44649160577 scopus 로고    scopus 로고
    • The implications of current and future urbanization for global protected areas and biodiversity conservation
    • McDonald, R.I., Kareiva, P., Forman, R.T.T., The implications of current and future urbanization for global protected areas and biodiversity conservation. Biol. Conserv. 141 (2008), 1695–1703.
    • (2008) Biol. Conserv. , vol.141 , pp. 1695-1703
    • McDonald, R.I.1    Kareiva, P.2    Forman, R.T.T.3
  • 30
    • 84987081464 scopus 로고
    • The energetic basis of the urban heat island
    • Oke, T.R., The energetic basis of the urban heat island. Quart. J. Roy. Meteorol. Soc. 108 (1982), 1–24.
    • (1982) Quart. J. Roy. Meteorol. Soc. , vol.108 , pp. 1-24
    • Oke, T.R.1
  • 31
    • 60549091939 scopus 로고    scopus 로고
    • Image segmentation using gray-scale morphology and marker-controlled watershed transformation
    • Parvati, K., Prakasa Rao, B.S., Mariya Das, M., Image segmentation using gray-scale morphology and marker-controlled watershed transformation. Discr. Dynam. Nat. Soc. 2008 (2008), 1–8.
    • (2008) Discr. Dynam. Nat. Soc. , vol.2008 , pp. 1-8
    • Parvati, K.1    Prakasa Rao, B.S.2    Mariya Das, M.3
  • 32
    • 84949816955 scopus 로고    scopus 로고
    • Spatiotemporal patterns of remotely sensed PM 2.5 concentration in China from 1999 to 2011
    • Peng, J., Chen, S., Lü, H., Liu, Y., Wu, J., Spatiotemporal patterns of remotely sensed PM 2.5 concentration in China from 1999 to 2011. Remote Sens. Environ. 174 (2016), 109–121.
    • (2016) Remote Sens. Environ. , vol.174 , pp. 109-121
    • Peng, J.1    Chen, S.2    Lü, H.3    Liu, Y.4    Wu, J.5
  • 33
    • 20144388957 scopus 로고    scopus 로고
    • Global land-water mask derived from MODIS Nadir BRDF-adjusted reflectances (NBAR) and the MODIS land cover algorithm
    • In: Proceedings. 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004 (IGARSS ‘04).
    • Salomon, J., Hodges, J.C.F., Friedl, M., Schaaf, C., Strahler, A., Gao, F., Schneider, A., Zhang, X., El Saleous, N., Wolfe, R.E., 2004. Global land-water mask derived from MODIS Nadir BRDF-adjusted reflectances (NBAR) and the MODIS land cover algorithm. In: Proceedings. 2004 IEEE International Geoscience and Remote Sensing Symposium, 2004 (IGARSS ‘04).
    • (2004)
    • Salomon, J.1    Hodges, J.C.F.2    Friedl, M.3    Schaaf, C.4    Strahler, A.5    Gao, F.6    Schneider, A.7    Zhang, X.8    El Saleous, N.9    Wolfe, R.E.10
  • 34
    • 0345359173 scopus 로고    scopus 로고
    • Mapping urban areas by fusing multiple sources of coarse resolution remotely sensed data
    • Schneider, A., Friedl, M., Woodcock, C.E., Mapping urban areas by fusing multiple sources of coarse resolution remotely sensed data. Photogram. Eng. Remote Sens. 69 (2003), 1377–1386.
    • (2003) Photogram. Eng. Remote Sens. , vol.69 , pp. 1377-1386
    • Schneider, A.1    Friedl, M.2    Woodcock, C.E.3
  • 35
    • 77955326628 scopus 로고    scopus 로고
    • Mapping global urban areas using MODIS 500-m data: new methods and datasets based on ‘urban ecoregions’
    • Schneider, A., Friedl, M.A., Potere, D., Mapping global urban areas using MODIS 500-m data: new methods and datasets based on ‘urban ecoregions’. Remote Sens. Environ. 114 (2010), 1733–1746.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1733-1746
    • Schneider, A.1    Friedl, M.A.2    Potere, D.3
  • 36
    • 84867055467 scopus 로고    scopus 로고
    • Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools
    • Seto, K.C., Guneralp, B., Hutyra, L.R., Global forecasts of urban expansion to 2030 and direct impacts on biodiversity and carbon pools. Proc. Natl. Acad. Sci. USA 109 (2012), 16083–16088.
    • (2012) Proc. Natl. Acad. Sci. USA , vol.109 , pp. 16083-16088
    • Seto, K.C.1    Guneralp, B.2    Hutyra, L.R.3
  • 37
    • 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. 129 (2013), 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
  • 38
    • 84857432163 scopus 로고    scopus 로고
    • Mapping decadal change in anthropogenic night light
    • Small, C., Elvidge, C.D., Mapping decadal change in anthropogenic night light. Proc. Environ. Sci. 7 (2011), 353–358.
    • (2011) Proc. Environ. Sci. , vol.7 , pp. 353-358
    • Small, C.1    Elvidge, C.D.2
  • 39
    • 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. 96 (2005), 277–291.
    • (2005) Remote Sens. Environ. , vol.96 , pp. 277-291
    • Small, C.1    Pozzi, F.2    Elvidge, C.D.3
  • 40
    • 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. 175 (2016), 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
  • 42
    • 84864500925 scopus 로고    scopus 로고
    • Mapping urban growth using soil and vegetation index and landsat data: the Milan (Italy) city area case study
    • Villa, P., Mapping urban growth using soil and vegetation index and landsat data: the Milan (Italy) city area case study. Landscape Urban Plan 107 (2012), 245–254.
    • (2012) Landscape Urban Plan , vol.107 , pp. 245-254
    • Villa, P.1
  • 43
    • 84901593158 scopus 로고    scopus 로고
    • Normalization of time series DMSP-OLS nighttime light images for urban growth analysis with pseudo invariant features
    • Wei, Y., Liu, H., Song, W., Yu, B., Xiu, C., Normalization of time series DMSP-OLS nighttime light images for urban growth analysis with pseudo invariant features. Landscape Urban Plan 128 (2014), 1–13.
    • (2014) Landscape Urban Plan , vol.128 , pp. 1-13
    • Wei, Y.1    Liu, H.2    Song, W.3    Yu, B.4    Xiu, C.5
  • 44
    • 84959530710 scopus 로고    scopus 로고
    • Global urban observation GEO's effort to address the impacts of human settlements
    • Q. Weng CRC Press/Taylor & Francis Boca Raton, FL
    • Weng, Q., Esch, T., Gamba, P., Quattrochi, D., Xian, G., Global urban observation GEO's effort to address the impacts of human settlements. Weng, Q., (eds.) Global Urban Monitoring and Assessment Through Earth Observation, 2014, CRC Press/Taylor & Francis, Boca Raton, FL, 15–34.
    • (2014) Global Urban Monitoring and Assessment Through Earth Observation , pp. 15-34
    • Weng, Q.1    Esch, T.2    Gamba, P.3    Quattrochi, D.4    Xian, G.5
  • 45
    • 1242321310 scopus 로고    scopus 로고
    • Estimation of land surface temperature–vegetation abundance relationship for urban heat island studies
    • Weng, Q., Lu, D., Schubring, J., Estimation of land surface temperature–vegetation abundance relationship for urban heat island studies. Remote Sens. Environ. 89 (2004), 467–483.
    • (2004) Remote Sens. Environ. , vol.89 , pp. 467-483
    • Weng, Q.1    Lu, D.2    Schubring, J.3
  • 46
    • 84881618486 scopus 로고    scopus 로고
    • Intercalibration of DMSP-OLS night-time light data by the invariant region method
    • Wu, J., He, S., Peng, J., Li, W., Zhong, X., Intercalibration of DMSP-OLS night-time light data by the invariant region method. Int. J. Remote Sens. 34 (2013), 7356–7368.
    • (2013) Int. J. Remote Sens. , vol.34 , pp. 7356-7368
    • Wu, J.1    He, S.2    Peng, J.3    Li, W.4    Zhong, X.5
  • 47
    • 77955315839 scopus 로고    scopus 로고
    • Updating the 2001 National Land Cover Database impervious surface products to 2006 using Landsat imagery change detection methods
    • Xian, G., Homer, C., Updating the 2001 National Land Cover Database impervious surface products to 2006 using Landsat imagery change detection methods. Remote Sens. Environ. 114 (2010), 1676–1686.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1676-1686
    • Xian, G.1    Homer, C.2
  • 48
    • 80051908447 scopus 로고    scopus 로고
    • Change of impervious surface area between 2001 and 2006 in the conterminous United States
    • Xian, G., Homer, C., Dewitz, J., Fry, J., Hossain, N., Wickham, J., Change of impervious surface area between 2001 and 2006 in the conterminous United States. Photogram. Eng. Remote Sens. 77 (2011), 758–762.
    • (2011) Photogram. Eng. Remote Sens. , vol.77 , pp. 758-762
    • Xian, G.1    Homer, C.2    Dewitz, J.3    Fry, J.4    Hossain, N.5    Wickham, J.6
  • 49
    • 84962199678 scopus 로고    scopus 로고
    • Detecting urban-scale dynamics of electricity consumption at Chinese cities using time-series DMSP-OLS (Defense Meteorological Satellite Program-Operational Linescan System) nighttime light imageries
    • Xie, Y., Weng, Q., Detecting urban-scale dynamics of electricity consumption at Chinese cities using time-series DMSP-OLS (Defense Meteorological Satellite Program-Operational Linescan System) nighttime light imageries. Energy 100 (2016), 177–189.
    • (2016) Energy , vol.100 , pp. 177-189
    • Xie, Y.1    Weng, Q.2
  • 50
    • 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. 187 (2016), 1–13.
    • (2016) Remote Sens. Environ. , vol.187 , pp. 1-13
    • Xie, Y.1    Weng, Q.2
  • 51
    • 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. 129 (2013), 32–41.
    • (2013) Remote Sens. Environ. , vol.129 , pp. 32-41
    • Zhang, Q.1    Schaaf, C.2    Seto, K.C.3
  • 52
    • 79958706006 scopus 로고    scopus 로고
    • Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data
    • Zhang, Q., Seto, K.C., Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data. Remote Sens. Environ. 115 (2011), 2320–2329.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 2320-2329
    • Zhang, Q.1    Seto, K.C.2
  • 53
    • 84908032936 scopus 로고    scopus 로고
    • Correcting incompatible DN values and geometric errors in nighttime lights time-series images
    • Zhao, N., Zhou, Y., Samson, E.L., Correcting incompatible DN values and geometric errors in nighttime lights time-series images. IEEE Trans. Geosci. Remote 53 (2015), 2039–2049.
    • (2015) IEEE Trans. Geosci. Remote , vol.53 , pp. 2039-2049
    • Zhao, N.1    Zhou, Y.2    Samson, E.L.3
  • 56
    • 84940092960 scopus 로고    scopus 로고
    • An improved method of night-time light saturation reduction based on EVI
    • Zhuo, L., Zheng, J., Zhang, X., Li, J., Liu, L., An improved method of night-time light saturation reduction based on EVI. Int. J. Remote Sens. 36 (2015), 4114–4130.
    • (2015) Int. J. Remote Sens. , vol.36 , pp. 4114-4130
    • Zhuo, L.1    Zheng, J.2    Zhang, X.3    Li, J.4    Liu, L.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.