메뉴 건너뛰기




Volumn 6, Issue 10, 2014, Pages 9359-9378

The integrated use of DMSP-OLS nighttime light and MODIS data for monitoring large-scale impervious surface dynamics: A case study in the Yangtze River Delta

Author keywords

Impervious surface; Nighttime light; Spatially adaptive regression model; Temporally stable signature; VANUI; Yangtze River Delta

Indexed keywords

LINEAR REGRESSION; PIXELS; RADIOMETERS; RIVERS; SATELLITE IMAGERY;

EID: 84923599778     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs6109359     Document Type: Article
Times cited : (97)

References (61)
  • 1
    • 38949138832 scopus 로고    scopus 로고
    • Global change and the ecology of cities
    • Grimm, N.B.; Faeth, S.H.; Golubiewski, N.E. Global change and the ecology of cities. Science 2008, 319, 756-760.
    • (2008) Science , vol.319 , pp. 756-760
    • Grimm, N.B.1    Faeth, S.H.2    Golubiewski, N.E.3
  • 3
    • 0030459584 scopus 로고    scopus 로고
    • Impervious surface coverage: The emergence of a key environmental indicator
    • Arnold, C.L., Jr; Gibbons, C.J. Impervious surface coverage: The emergence of a key environmental indicator. J. Am. Plan. Assoc. 1996, 62, 243-258.
    • (1996) J. Am. Plan. Assoc. , vol.62 , pp. 243-258
    • Arnold, C.L.1    Jr2    Gibbons, C.J.3
  • 4
    • 0002176460 scopus 로고
    • The importance of imperviousness
    • Schueler, T.R. The importance of imperviousness. Watershed Prot. Tech. 1994, 1, 100-111.
    • (1994) Watershed Prot. Tech. , vol.1 , pp. 100-111
    • Schueler, T.R.1
  • 5
    • 63049093628 scopus 로고    scopus 로고
    • Is impervious cover still important? Review of recent research
    • Schueler, T.R.; Fraley-McNeal, L.; Cappiella, K. Is impervious cover still important? Review of recent research. J. Hydrol. Eng. 2009, 14, 309-315.
    • (2009) J. Hydrol. Eng. , vol.14 , pp. 309-315
    • Schueler, T.R.1    Fraley-McNeal, L.2    Cappiella, K.3
  • 6
    • 84855458471 scopus 로고    scopus 로고
    • Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends
    • Weng, Q. Remote sensing of impervious surfaces in the urban areas: Requirements, methods, and trends. Remote Sens. Environ. 2012, 117, 34-49.
    • (2012) Remote Sens. Environ. , vol.117 , pp. 34-49
    • Weng, Q.1
  • 7
    • 0141999156 scopus 로고    scopus 로고
    • Characterization of urban stormwater runoff
    • Lee, H.L.; Bang, K.W. Characterization of urban stormwater runoff. Water Res. 2000, 34, 1773-1780.
    • (2000) Water Res. , vol.34 , pp. 1773-1780
    • Lee, H.L.1    Bang, K.W.2
  • 8
    • 0034105582 scopus 로고    scopus 로고
    • Simulating runoff behavior in an urbanizing watershed
    • Brun, S.E.; Band, L.E. Simulating runoff behavior in an urbanizing watershed. Comput. Environ. Urban Syst. 2000, 24, 5-22.
    • (2000) Comput. Environ. Urban Syst. , vol.24 , pp. 5-22
    • Brun, S.E.1    Band, L.E.2
  • 10
    • 0036253365 scopus 로고    scopus 로고
    • Impervious surfaces and water quality: A review of current literature and its implications for watershed
    • Brabec, E.; Schulte, S.; Richards, P.L. Impervious surfaces and water quality: A review of current literature and its implications for watershed. J. Plan. Lit. 2002, 16, 499-514.
    • (2002) J. Plan. Lit. , vol.16 , pp. 499-514
    • Brabec, E.1    Schulte, S.2    Richards, P.L.3
  • 11
    • 77957671250 scopus 로고    scopus 로고
    • The effects of urbanization on net primary productivity in Southeastern China
    • Lu, D.; Xu, X.; Tian, H.; Moran, E.; Zhao, M.; Running, S.W. The effects of urbanization on net primary productivity in Southeastern China. Environ. Manag. 2010, 46, 404-410.
    • (2010) Environ. Manag. , vol.46 , pp. 404-410
    • Lu, D.1    Xu, X.2    Tian, H.3    Moran, E.4    Zhao, M.5    Running, S.W.6
  • 12
    • 0141792278 scopus 로고    scopus 로고
    • Assessing the impact of urban land development on net primary productivity in the Southeastern United States
    • Milesi, C.; Elvidge, C.D.; Nemanni, R.R.; Running, S.W. Assessing the impact of urban land development on net primary productivity in the Southeastern United States. Remote Sens. Environ. 2003, 86, 401-410.
    • (2003) Remote Sens. Environ. , vol.86 , pp. 401-410
    • Milesi, C.1    Elvidge, C.D.2    Nemanni, R.R.3    Running, S.W.4
  • 13
    • 0027063838 scopus 로고
    • Inadvertent weather modification in urban areas: Lessons for global climate change
    • Changnon, S.A. Inadvertent weather modification in urban areas: Lessons for global climate change. Bull. Am. Meteorol. Soc. 1992, 73, 619-627.
    • (1992) Bull. Am. Meteorol. Soc. , vol.73 , pp. 619-627
    • Changnon, S.A.1
  • 14
    • 79960910262 scopus 로고    scopus 로고
    • Analysis of the microclimatic and human comfort conditions in an urban park in hot and arid regions
    • Mahmoud, A.H.A. Analysis of the microclimatic and human comfort conditions in an urban park in hot and arid regions. Build. Environ. 2011, 46, 2641-2656.
    • (2011) Build. Environ. , vol.46 , pp. 2641-2656
    • Mahmoud, A.H.A.1
  • 15
    • 23044477026 scopus 로고    scopus 로고
    • Invertebrate biodiversity in agricultural and urban headwater streams: Implications for conservation and management
    • Moore, A.A.; Palmer, M.A. Invertebrate biodiversity in agricultural and urban headwater streams: Implications for conservation and management. Ecol. Appl. 2005, 15, 1169-1177.
    • (2005) Ecol. Appl. , vol.15 , pp. 1169-1177
    • Moore, A.A.1    Palmer, M.A.2
  • 16
    • 84885900255 scopus 로고    scopus 로고
    • The use of single-date MODIS imagery for estimating large scale urban impervious surface fraction with spectral mixture analysis and machine learning techniques
    • Deng, C.; Wu, C. The use of single-date MODIS imagery for estimating large scale urban impervious surface fraction with spectral mixture analysis and machine learning techniques. ISPRS J. Photogramm. Remote Sens. 2013, 86, 100-110.
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.86 , pp. 100-110
    • Deng, C.1    Wu, C.2
  • 17
    • 82055206437 scopus 로고    scopus 로고
    • Fractional forest cover mapping in the Brazilian Amazon with a combination of MODIS and TM images
    • Lu, D.; Batistellab, M.; Morana, E.; Hetricka, S.; Alves, D.; Brondizioa, E. Fractional forest cover mapping in the Brazilian Amazon with a combination of MODIS and TM images. Int. J. Remote Sens. 2011, 32, 7131-7149.
    • (2011) Int. J. Remote Sens. , vol.32 , pp. 7131-7149
    • Lu, D.1    Batistellab, M.2    Morana, E.3    Hetricka, S.4    Alves, D.5    Brondizioa, E.6
  • 18
    • 80052309797 scopus 로고    scopus 로고
    • Mapping impervious cover using multi-temporal MODIS NDVI data
    • Knight, J.; Voth, M. Mapping impervious cover using multi-temporal MODIS NDVI data. IEEE J. Sel. Topics Appl. Earth Obs. 2011, 4, 303-309.
    • (2011) IEEE J. Sel. Topics Appl. Earth Obs. , vol.4 , pp. 303-309
    • Knight, J.1    Voth, M.2
  • 19
    • 84864053761 scopus 로고    scopus 로고
    • Temporal mixture analysis for estimating impervious surface area from multi-temporal MODIS NDVI data in Japan
    • Yang, F.; Matsushita, B.; Fukushima, T.; Yang, W. Temporal mixture analysis for estimating impervious surface area from multi-temporal MODIS NDVI data in Japan. ISPRS J. Photogramm. Remote Sens. 2012, 72, 90-98.
    • (2012) ISPRS J. Photogramm. Remote Sens. , vol.72 , pp. 90-98
    • Yang, F.1    Matsushita, B.2    Fukushima, T.3    Yang, W.4
  • 20
    • 84892964885 scopus 로고    scopus 로고
    • Phenology-based temporal mixture analysis for estimating large scale impervious surface distributions
    • Li, W.; Wu, C. Phenology-based temporal mixture analysis for estimating large scale impervious surface distributions. Int. J. Remote Sens. 2014, 35, 779-795.
    • (2014) Int. J. Remote Sens. , vol.35 , pp. 779-795
    • Li, W.1    Wu, C.2
  • 22
    • 77956627444 scopus 로고    scopus 로고
    • Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects
    • Letu, H.; Hara, M.; Yagi, H.; Naoki, K.; Tana, G.; Nishio, F.; Shuhei, O. Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects. Int. J. Remote Sens. 2010, 31, 4443-4458.
    • (2010) Int. J. Remote Sens. , vol.31 , pp. 4443-4458
    • Letu, H.1    Hara, M.2    Yagi, H.3    Naoki, K.4    Tana, G.5    Nishio, F.6    Shuhei, O.7
  • 23
    • 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
  • 24
    • 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
  • 25
    • 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
  • 27
    • 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. 2008, 112, 3668-3679.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3668-3679
    • Lu, D.1    Tian, H.2    Zhou, G.3    Ge, H.4
  • 28
    • 84877602116 scopus 로고    scopus 로고
    • Spatiotemporal dynamics of impervious surface areas across China during the early 21st century
    • Kuang, W.; Liu, J.; Zhang, Z.; Liu, D.; Xiang, B. Spatiotemporal dynamics of impervious surface areas across China during the early 21st century. Chin. Sci. Bull. 2013, 58, 1691-1701.
    • (2013) Chin. Sci. Bull. , vol.58 , pp. 1691-1701
    • Kuang, W.1    Liu, J.2    Zhang, Z.3    Liu, D.4    Xiang, B.5
  • 29
    • 0029521079 scopus 로고
    • Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing-Comparative anatomy for cities
    • Ridd, M.K. Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing-Comparative anatomy for cities. Int. J. Remote Sens. 1995, 16, 2165-2185.
    • (1995) Int. J. Remote Sens. , vol.16 , pp. 2165-2185
    • Ridd, M.K.1
  • 30
    • 70450253287 scopus 로고    scopus 로고
    • A new map of global urban extent from MODIS data
    • Schneider, A.; Friedl, M.; Potere, D. A new map of global urban extent from MODIS data. Environ. Res. Lett. 2009, 4, doi:10.1088/1748-9326/4/4/044003.
    • (2009) Environ. Res. Lett. , pp. 4
    • Schneider, A.1    Friedl, M.2    Potere, D.3
  • 31
    • 77955326628 scopus 로고    scopus 로고
    • Monitoring urban areas globally using MODIS 500 m data: New methods and datasets based on "urban ecoregions"
    • Schneider, A.; Friedl, M.; Potere, D. Monitoring urban areas globally using MODIS 500 m data: New methods and datasets based on "urban ecoregions". Remote Sens. Environ. 2010, 114, 1733-1746.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1733-1746
    • Schneider, A.1    Friedl, M.2    Potere, D.3
  • 33
    • 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. 2011, 115, 2320-2329.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 2320-2329
    • Zhang, Q.1    Seto, K.C.2
  • 34
    • 84856329245 scopus 로고    scopus 로고
    • A saturated light correction method for DMSP/OLS nighttime satellite imagery
    • Letu, H.; Hara, M.; Tana, G.; Nishio, F. A saturated light correction method for DMSP/OLS nighttime satellite imagery. IEEE Trans. Geosci. Remote Sens. 2012, 50, 389-396.
    • (2012) IEEE Trans. Geosci. Remote Sens. , vol.50 , pp. 389-396
    • Letu, H.1    Hara, M.2    Tana, G.3    Nishio, F.4
  • 36
    • 84880437354 scopus 로고    scopus 로고
    • Potential of NPP-VIIRS nighttime light imagery for modeling the regional economy of China
    • Li, X.; Xu, H.; Chen, X.; Li, C.F. Potential of NPP-VIIRS nighttime light imagery for modeling the regional economy of China. Remote Sens. 2013, 5, 3057-3081.
    • (2013) Remote Sens. , vol.5 , pp. 3057-3081
    • Li, X.1    Xu, H.2    Chen, X.3    Li, C.F.4
  • 37
    • 84879300508 scopus 로고    scopus 로고
    • MNDISI: A multi-source composition index for impervious surface area estimation at the individual city scale
    • Liu, C.; Shao, Z.; Chen, M.; Luo, H. MNDISI: A multi-source composition index for impervious surface area estimation at the individual city scale. Remote Sens. Lett. 2013, 4, 803-812.
    • (2013) Remote Sens. Lett. , vol.4 , pp. 803-812
    • Liu, C.1    Shao, Z.2    Chen, M.3    Luo, H.4
  • 38
    • 84874733862 scopus 로고    scopus 로고
    • A spatially adaptive spectral mixture analysis for mapping subpixel urban impervious surface distribution
    • Deng, C.; Wu, C. A spatially adaptive spectral mixture analysis for mapping subpixel urban impervious surface distribution. Remote Sens. Environ. 2013, 133, 62-70.
    • (2013) Remote Sens. Environ. , vol.133 , pp. 62-70
    • Deng, C.1    Wu, C.2
  • 39
    • 84899702499 scopus 로고    scopus 로고
    • Incorporating spatial information in spectral unmixing: A review
    • Shi, C.; Wang, L. Incorporating spatial information in spectral unmixing: A review. Remote Sens. Environ. 2014, 149, 70-87.
    • (2014) Remote Sens. Environ. , vol.149 , pp. 70-87
    • Shi, C.1    Wang, L.2
  • 40
    • 84876310398 scopus 로고    scopus 로고
    • Consistent classification of image time series with automatic adaptive signature generalization
    • Gray, J.; Song, C. Consistent classification of image time series with automatic adaptive signature generalization. Remote Sens. Environ. 2013, 134, 333-341.
    • (2013) Remote Sens. Environ. , vol.134 , pp. 333-341
    • Gray, J.1    Song, C.2
  • 41
    • 79959200991 scopus 로고    scopus 로고
    • Climate change and urbanization in the Yangtze River Delta
    • Gu, C.; Hua, L.; Zhang, X.; Wang, X.; Guo, J. Climate change and urbanization in the Yangtze River Delta. Habitat Int. 2011, 35, 544-552.
    • (2011) Habitat Int. , vol.35 , pp. 544-552
    • Gu, C.1    Hua, L.2    Zhang, X.3    Wang, X.4    Guo, J.5
  • 42
    • 84923587249 scopus 로고    scopus 로고
    • Version 4 DMSP-OLS Nighttime Lights Time Series (accessed on 06 May 2014)
    • Version 4 DMSP-OLS Nighttime Lights Time Series. Available online: http://ngdc.noaa.gov/eog/dmsp/downloadV4composites.html (accessed on 06 May 2014).
  • 43
    • 84923573588 scopus 로고    scopus 로고
    • (accessed on 07 May 2014)
    • NASA Earth Observing System Data and Information System. Available online: https://earthdata.nasa.gov/ (accessed on 07 May 2014).
  • 44
    • 84923579411 scopus 로고    scopus 로고
    • (accessed on 07 May 2014)
    • Global Distribution and Density of Constructed Impervious Surfaces. Available online: http://ngdc.noaa.gov/eog/dmsp/download_global_isa.html (accessed on 07 May 2014).
  • 45
    • 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
  • 48
    • 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. Landsc. Urban Plan. 2014, 130, 36-49.
    • (2014) Landsc. 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
  • 49
    • 79960357043 scopus 로고    scopus 로고
    • Utilizing temporally invariant calibration sites to classify multiple dates and types of satellite imagery
    • Fortier, J.; Rogan, J.; Woodcock, C.E.; Runfola, D.M. Utilizing temporally invariant calibration sites to classify multiple dates and types of satellite imagery. Photogramm. Eng. Remote Sens. 2011, 77, 181-189.
    • (2011) Photogramm. Eng. Remote Sens. , vol.77 , pp. 181-189
    • Fortier, J.1    Rogan, J.2    Woodcock, C.E.3    Runfola, D.M.4
  • 50
    • 0000565591 scopus 로고
    • A computer movie simulating urban growth in the Detroit region
    • Tobler, W. A computer movie simulating urban growth in the Detroit region. Econ. Geogr. 1970, 46, 234-240.
    • (1970) Econ. Geogr. , vol.46 , pp. 234-240
    • Tobler, W.1
  • 51
    • 0030432956 scopus 로고    scopus 로고
    • Geographically weighted regression: A method for exploring spatial nonstationarity
    • Brunsdon, C.; Fotheringham, A.S.; Charlton, M.E. Geographically weighted regression: A method for exploring spatial nonstationarity. Geogr. Anal. 1996, 28, 281-298.
    • (1996) Geogr. Anal. , vol.28 , pp. 281-298
    • Brunsdon, C.1    Fotheringham, A.S.2    Charlton, M.E.3
  • 53
    • 17744367505 scopus 로고    scopus 로고
    • Diffusion and coalescence of Houston Metropolitan Area: Evidence supporting a new urban theory
    • Dietzel, C.; Oguz, H.; Hemphill, J.J.; Clarke, K.C.; Gzaulis, N. Diffusion and coalescence of Houston Metropolitan Area: Evidence supporting a new urban theory. Environ. Plan. B Plan. Des. 2005, 32, 231-246.
    • (2005) Environ. Plan. B Plan. Des. , vol.32 , pp. 231-246
    • Dietzel, C.1    Oguz, H.2    Hemphill, J.J.3    Clarke, K.C.4    Gzaulis, N.5
  • 54
    • 85010552487 scopus 로고    scopus 로고
    • Mapping impervious surface expansion using medium resolution satellite image time series: A case study in the Yangtze River Delta, China
    • Gao, F.; de Colstoun, E.B.; Ma, R.; Weng, Q.; Masek, J.G.; Chen, J.; Pan, Y.; Song, C. Mapping impervious surface expansion using medium resolution satellite image time series: A case study in the Yangtze River Delta, China. Int. J. Remote Sens. 2012, 33, 7609-7628.
    • (2012) Int. J. Remote Sens. , vol.33 , pp. 7609-7628
    • Gao, F.1    de Colstoun, E.B.2    Ma, R.3    Weng, Q.4    Masek, J.G.5    Chen, J.6    Pan, Y.7    Song, C.8
  • 55
    • 21244497275 scopus 로고    scopus 로고
    • Multicollinearity and correlation among local regression coefficients in geographically weighted regression
    • Wheeler, D.; Tiefelsdorf, M. Multicollinearity and correlation among local regression coefficients in geographically weighted regression. J. Geogr. Syst. 2005, 7, 161-187.
    • (2005) J. Geogr. Syst. , vol.7 , pp. 161-187
    • Wheeler, D.1    Tiefelsdorf, M.2
  • 56
    • 73549095760 scopus 로고    scopus 로고
    • Exploring spatial non stationarity of fisheries survey data using geographically weighted regression (GWR): An example from the Northwest Atlantic
    • Windle, M.J.S.; Rose, G.A.; Devillers, R.; Fortin, M.-J. Exploring spatial non stationarity of fisheries survey data using geographically weighted regression (GWR): An example from the Northwest Atlantic. ICES Mar. Sci. 2010, 67, 145-154.
    • (2010) ICES Mar. Sci. , vol.67 , pp. 145-154
    • Windle, M.J.S.1    Rose, G.A.2    Devillers, R.3    Fortin, M.-J.4
  • 57
    • 84861111127 scopus 로고    scopus 로고
    • Urban spatial expansion process, pattern and mechanism in Yangtze River Delta
    • Che, Q.; Duan, X.; Guo, Y.; Wang, L; Cao, Y. Urban spatial expansion process, pattern and mechanism in Yangtze River Delta. Acta Geogr. Sin. 2011, 66, 446-456.
    • (2011) Acta Geogr. Sin. , vol.66 , pp. 446-456
    • Che, Q.1    Duan, X.2    Guo, Y.3    Wang, L.4    Cao, Y.5
  • 58
    • 84897475799 scopus 로고    scopus 로고
    • Urban growth and environmental impacts in Jing-Jin-Ji, the Yangtze, River Delta and the Pearl River Delta
    • Haas, J.; Ban, Y. Urban growth and environmental impacts in Jing-Jin-Ji, the Yangtze, River Delta and the Pearl River Delta. Int. J. Appl. Earth Obs. 2014, 30, 42-55.
    • (2014) Int. J. Appl. Earth Obs. , vol.30 , pp. 42-55
    • Haas, J.1    Ban, Y.2
  • 59
    • 84920106391 scopus 로고    scopus 로고
    • VIIRS DNB Cloud Free Composites
    • (accessed on 10 May 2014)
    • VIIRS DNB Cloud Free Composites. Available online: http://ngdc.noaa.gov/eog/viirs/download_monthly.html (accessed on 10 May 2014)
  • 61
    • 84890512455 scopus 로고    scopus 로고
    • Suomi NPP VIIRS day-night band on-orbit performance
    • Liao, L.B.; Weiss, S.; Mills, S.; Hauss, B. Suomi NPP VIIRS day-night band on-orbit performance. J. Geophys. Res. 2013, 118, 12705-12718.
    • (2013) J. Geophys. Res. , vol.118 , pp. 12705-12718
    • Liao, L.B.1    Weiss, S.2    Mills, S.3    Hauss, B.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.