메뉴 건너뛰기




Volumn 184, Issue , 2016, Pages 450-463

Detecting spatiotemporal dynamics of global electric power consumption using DMSP-OLS nighttime stable light data

Author keywords

DMSP OLS; Electric power consumption; Nighttime light; Remote sensing; Spatiotemporal dynamics

Indexed keywords

CARBON; ECONOMICS; ELECTRIC POWER UTILIZATION; ELECTRIC UTILITIES; REMOTE SENSING;

EID: 84992616435     PISSN: 03062619     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apenergy.2016.10.032     Document Type: Article
Times cited : (181)

References (48)
  • 1
    • 84855305525 scopus 로고    scopus 로고
    • Spatiotemporal dynamics of electric power consumption in Chinese Mainland from 1995 to 2008 modeled using DMSP/OLS stable nighttime lights data
    • [1] He, C., Ma, Q., Li, T., Yang, Y., Liu, Z., Spatiotemporal dynamics of electric power consumption in Chinese Mainland from 1995 to 2008 modeled using DMSP/OLS stable nighttime lights data. J Geogr Sci 22 (2012), 125–136.
    • (2012) J Geogr Sci , vol.22 , pp. 125-136
    • He, C.1    Ma, Q.2    Li, T.3    Yang, Y.4    Liu, Z.5
  • 2
    • 71849102923 scopus 로고    scopus 로고
    • A survey of the electricity consumption-growth literature
    • [2] Payne, J.E., A survey of the electricity consumption-growth literature. Appl Energy 87 (2010), 723–731.
    • (2010) Appl Energy , vol.87 , pp. 723-731
    • Payne, J.E.1
  • 3
    • 84962667699 scopus 로고    scopus 로고
    • Modelling electricity futures prices using seasonal path-dependent volatility
    • [3] Fanelli, V., Maddalena, L., Musti, S., Modelling electricity futures prices using seasonal path-dependent volatility. Appl Energy 173 (2016), 92–102.
    • (2016) Appl Energy , vol.173 , pp. 92-102
    • Fanelli, V.1    Maddalena, L.2    Musti, S.3
  • 4
    • 84962438838 scopus 로고    scopus 로고
    • Short-run and the long-run effects of electricity price on electricity intensity across regions
    • [4] Kwon, S., Cho, S.-H., Roberts, R.K., Kim, H.J., Park, K., Yu, T.-H.E., Short-run and the long-run effects of electricity price on electricity intensity across regions. Appl Energy 172 (2016), 372–382.
    • (2016) Appl Energy , vol.172 , pp. 372-382
    • Kwon, S.1    Cho, S.-H.2    Roberts, R.K.3    Kim, H.J.4    Park, K.5    Yu, T.-H.E.6
  • 5
    • 84897410262 scopus 로고    scopus 로고
    • Spatialization of electricity consumption of China using saturation-corrected DMSP-OLS data
    • [5] Cao, X., Wang, J., Chen, J., Shi, F., Spatialization of electricity consumption of China using saturation-corrected DMSP-OLS data. Int J Appl Earth Obs Geoinf 28 (2014), 193–200.
    • (2014) Int J Appl Earth Obs Geoinf , vol.28 , pp. 193-200
    • Cao, X.1    Wang, J.2    Chen, J.3    Shi, F.4
  • 6
    • 65649109694 scopus 로고    scopus 로고
    • Review of solutions to global warming, air pollution, and energy security
    • [6] Jacobson, M.Z., Review of solutions to global warming, air pollution, and energy security. Energy Environ Sci 2 (2009), 148–173.
    • (2009) Energy Environ Sci , vol.2 , pp. 148-173
    • Jacobson, M.Z.1
  • 7
    • 77950863343 scopus 로고    scopus 로고
    • 2 emissions, electricity consumption and output in ASEAN
    • 2 emissions, electricity consumption and output in ASEAN. Appl Energy 87 (2010), 1858–1864.
    • (2010) Appl Energy , vol.87 , pp. 1858-1864
    • Lean, H.H.1    Smyth, R.2
  • 8
    • 84962719950 scopus 로고    scopus 로고
    • Efficient syngas generation for electricity storage through carbon gasification assisted solid oxide co-electrolysis
    • [8] Lei, L., Wang, Y., Fang, S., Ren, C., Liu, T., Chen, F., Efficient syngas generation for electricity storage through carbon gasification assisted solid oxide co-electrolysis. Appl Energy 173 (2016), 52–58.
    • (2016) Appl Energy , vol.173 , pp. 52-58
    • Lei, L.1    Wang, Y.2    Fang, S.3    Ren, C.4    Liu, T.5    Chen, F.6
  • 9
    • 84992639305 scopus 로고    scopus 로고
    • The World Bank. World Development Indicators (WDI); 2016. <>.
    • [9] The World Bank. World Development Indicators (WDI); 2016. < http://datacatalogworldbankorg/>.
  • 10
    • 0033120014 scopus 로고    scopus 로고
    • Modelling of electrical energy consumption in Delhi
    • [10] Ranjan, M., Jain, V., Modelling of electrical energy consumption in Delhi. Energy 24 (1999), 351–361.
    • (1999) Energy , vol.24 , pp. 351-361
    • Ranjan, M.1    Jain, V.2
  • 11
    • 34250170125 scopus 로고    scopus 로고
    • Predicting electricity energy consumption: a comparison of regression analysis, decision tree and neural networks
    • [11] Tso, G.K., Yau, K.K., Predicting electricity energy consumption: a comparison of regression analysis, decision tree and neural networks. Energy 32 (2007), 1761–1768.
    • (2007) Energy , vol.32 , pp. 1761-1768
    • Tso, G.K.1    Yau, K.K.2
  • 12
    • 37849186439 scopus 로고    scopus 로고
    • Predictive analysis on electric-power supply and demand in China
    • [12] Huang, M., He, Y., Cen, H., Predictive analysis on electric-power supply and demand in China. Renew Energy 32 (2007), 1165–1174.
    • (2007) Renew Energy , vol.32 , pp. 1165-1174
    • Huang, M.1    He, Y.2    Cen, H.3
  • 13
    • 77952324659 scopus 로고    scopus 로고
    • Changes in industrial electricity consumption in China from 1998 to 2007
    • [13] Wang, W., Mu, H., Kang, X., Song, R., Ning, Y., Changes in industrial electricity consumption in China from 1998 to 2007. Energy Policy 38 (2010), 3684–3690.
    • (2010) Energy Policy , vol.38 , pp. 3684-3690
    • Wang, W.1    Mu, H.2    Kang, X.3    Song, R.4    Ning, Y.5
  • 14
    • 68449093602 scopus 로고    scopus 로고
    • Electricity consumption forecasting in Italy using linear regression models
    • [14] Bianco, V., Manca, O., Nardini, S., Electricity consumption forecasting in Italy using linear regression models. Energy 34 (2009), 1413–1421.
    • (2009) Energy , vol.34 , pp. 1413-1421
    • Bianco, V.1    Manca, O.2    Nardini, S.3
  • 15
    • 84887131738 scopus 로고    scopus 로고
    • Economic growth and electricity consumption: auto regressive distributed lag analysis
    • [15] Bildirici, M.E., Bakirtas, T., Kayikci, F., Economic growth and electricity consumption: auto regressive distributed lag analysis. J Energy Southern Africa 23 (2012), 29–45.
    • (2012) J Energy Southern Africa , vol.23 , pp. 29-45
    • Bildirici, M.E.1    Bakirtas, T.2    Kayikci, F.3
  • 16
    • 84957837719 scopus 로고    scopus 로고
    • 2 (carbon dioxide) emission dynamics in China from DMSP-OLS nighttime stable light data using panel data analysis
    • 2 (carbon dioxide) emission dynamics in China from DMSP-OLS nighttime stable light data using panel data analysis. Appl Energy 168 (2016), 523–533.
    • (2016) Appl Energy , vol.168 , pp. 523-533
    • Shi, K.1    Chen, Y.2    Yu, B.3    Xu, T.4    Chen, Z.5    Liu, R.6
  • 17
    • 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
    • [17] Shi, K., Yu, B., Huang, Y., Hu, Y., Yin, B., Chen, Z., et al. 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 6 (2014), 1705–1724.
    • (2014) Remote Sens , vol.6 , pp. 1705-1724
    • Shi, K.1    Yu, B.2    Huang, Y.3    Hu, Y.4    Yin, B.5    Chen, Z.6
  • 18
    • 84929264859 scopus 로고    scopus 로고
    • Modeling and mapping total freight traffic in China using NPP-VIIRS nighttime light composite data
    • [18] Shi, K., Yu, B., Hu, Y., Huang, C., Chen, Y., Huang, Y., et al. Modeling and mapping total freight traffic in China using NPP-VIIRS nighttime light composite data. GISci Remote Sens 52 (2015), 274–289.
    • (2015) GISci Remote Sens , vol.52 , pp. 274-289
    • Shi, K.1    Yu, B.2    Hu, Y.3    Huang, C.4    Chen, Y.5    Huang, Y.6
  • 19
    • 84875793108 scopus 로고    scopus 로고
    • Exploring factors affecting the relationship between light consumption and GDP based on DMSP/OLS nighttime satellite imagery
    • [19] Wu, J., Wang, Z., Li, W., Peng, J., Exploring factors affecting the relationship between light consumption and GDP based on DMSP/OLS nighttime satellite imagery. Remote Sens Environ 134 (2013), 111–119.
    • (2013) Remote Sens Environ , vol.134 , pp. 111-119
    • Wu, J.1    Wang, Z.2    Li, W.3    Peng, J.4
  • 20
    • 84899689897 scopus 로고    scopus 로고
    • Evaluation of NPP-VIIRS night-time light composite data for extracting built-up urban areas
    • [20] Shi, K., Huang, C., Yu, B., Yin, B., Huang, Y., Wu, J., Evaluation of NPP-VIIRS night-time light composite data for extracting built-up urban areas. Remote Sens Lett 5 (2014), 358–366.
    • (2014) Remote Sens Lett , vol.5 , pp. 358-366
    • Shi, K.1    Huang, C.2    Yu, B.3    Yin, B.4    Huang, Y.5    Wu, J.6
  • 21
    • 84912533152 scopus 로고    scopus 로고
    • Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images: a case study of China
    • [21] Yu, B., Shu, S., Liu, H., Song, W., Wu, J., Wang, L., et al. Object-based spatial cluster analysis of urban landscape pattern using nighttime light satellite images: a case study of China. Int J Geograph Inform Sci 28 (2014), 2328–2355.
    • (2014) Int J Geograph Inform Sci , vol.28 , pp. 2328-2355
    • Yu, B.1    Shu, S.2    Liu, H.3    Song, W.4    Wu, J.5    Wang, L.6
  • 22
    • 84904326370 scopus 로고    scopus 로고
    • Spatial effects of carbon dioxide emissions from residential energy consumption: a county-level study using enhanced nocturnal lighting
    • [22] Lu, H., Liu, G., Spatial effects of carbon dioxide emissions from residential energy consumption: a county-level study using enhanced nocturnal lighting. Appl Energy 131 (2014), 297–306.
    • (2014) Appl Energy , vol.131 , pp. 297-306
    • Lu, H.1    Liu, G.2
  • 23
    • 84983775558 scopus 로고    scopus 로고
    • Urban expansion and agricultural land loss in China: a multiscale perspective
    • [23] Shi, K., Chen, Y., Yu, B., Xu, T., Li, L., Huang, C., et al. Urban expansion and agricultural land loss in China: a multiscale perspective. Sustainability, 8, 2016, 790, 10.3390/su8080790.
    • (2016) Sustainability , vol.8 , pp. 790
    • Shi, K.1    Chen, Y.2    Yu, B.3    Xu, T.4    Li, L.5    Huang, C.6
  • 24
    • 85027934513 scopus 로고    scopus 로고
    • Poverty evaluation using NPP-VIIRS nighttime light composite data at the county level in China
    • [24] Yu, B., Shi, K., Hu, Y., Huang, C., Chen, Z., Wu, J., Poverty evaluation using NPP-VIIRS nighttime light composite data at the county level in China. IEEE J Sel Top Appl Earth Observ Remote Sens 8 (2015), 1217–1229.
    • (2015) IEEE J Sel Top Appl Earth Observ Remote Sens , vol.8 , pp. 1217-1229
    • Yu, B.1    Shi, K.2    Hu, Y.3    Huang, C.4    Chen, Z.5    Wu, J.6
  • 25
    • 85027938756 scopus 로고    scopus 로고
    • Estimating house vacancy rate in metropolitan areas using NPP-VIIRS nighttime light composite data
    • [25] Chen, Z., Yu, B., Hu, Y., Huang, C., Shi, K., Wu, J., Estimating house vacancy rate in metropolitan areas using NPP-VIIRS nighttime light composite data. IEEE J Sel Top Appl Earth Observ Remote Sens 8 (2015), 2188–2197.
    • (2015) IEEE J Sel Top Appl Earth Observ Remote Sens , vol.8 , pp. 2188-2197
    • Chen, Z.1    Yu, B.2    Hu, Y.3    Huang, C.4    Shi, K.5    Wu, J.6
  • 26
    • 0031284885 scopus 로고    scopus 로고
    • Mapping city lights with nighttime data from the DMSP Operational Linescan System
    • [26] Elvidge, C.D., Baugh, K.E., Kihn, E.A., Kroehl, H.W., Davis, E.R., Mapping city lights with nighttime data from the DMSP Operational Linescan System. Photogram Eng Remote Sens 63 (1997), 727–734.
    • (1997) Photogram Eng Remote Sens , vol.63 , pp. 727-734
    • Elvidge, C.D.1    Baugh, K.E.2    Kihn, E.A.3    Kroehl, H.W.4    Davis, E.R.5
  • 27
    • 0031126892 scopus 로고    scopus 로고
    • Relation between satellite observed visible-near infrared emissions, population, economic activity and electric power consumption
    • [27] 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
  • 28
    • 84992594639 scopus 로고    scopus 로고
    • World energy consumption pattern as revealed by DMSP-OLS nighttime light imagery
    • [28] Xie, Y., Weng, Q., World energy consumption pattern as revealed by DMSP-OLS nighttime light imagery. GISci Remote Sens, 2015, 1–18.
    • (2015) GISci Remote Sens , pp. 1-18
    • Xie, Y.1    Weng, Q.2
  • 29
    • 11344268445 scopus 로고    scopus 로고
    • Estimating population and energy consumption in Brazilian Amazonia using DMSP night-time satellite data
    • [29] 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 Syst 29 (2005), 179–195.
    • (2005) Comput Environ Urban Syst , vol.29 , pp. 179-195
    • Amaral, S.1    Câmara, G.2    Monteiro, A.M.V.3    Quintanilha, J.A.4    Elvidge, C.D.5
  • 30
    • 1642512060 scopus 로고    scopus 로고
    • Urban indicators of China from radiance-calibrated digital DMSP-OLS nighttime images
    • [30] Lo, C., Urban indicators of China from radiance-calibrated digital DMSP-OLS nighttime images. Ann Assoc Am Geogr 92 (2002), 225–240.
    • (2002) Ann Assoc Am Geogr , vol.92 , pp. 225-240
    • Lo, C.1
  • 31
    • 77956639698 scopus 로고    scopus 로고
    • The use of night-time lights satellite imagery as a measure of Australia's regional electricity consumption and population distribution
    • [31] Townsend, A.C., Bruce, D.A., The use of night-time lights satellite imagery as a measure of Australia's regional electricity consumption and population distribution. Int J Remote Sens 31 (2010), 4459–4480.
    • (2010) Int J Remote Sens , vol.31 , pp. 4459-4480
    • Townsend, A.C.1    Bruce, D.A.2
  • 32
    • 67650673069 scopus 로고    scopus 로고
    • Spatial characterization of electrical power consumption patterns over India using temporal DMSP-OLS night-time satellite data
    • [32] Chand, T.K., Badarinath, K., Elvidge, C., Tuttle, B., Spatial characterization of electrical power consumption patterns over India using temporal DMSP-OLS night-time satellite data. Int J Remote Sens 30 (2009), 647–661.
    • (2009) Int J Remote Sens , vol.30 , pp. 647-661
    • Chand, T.K.1    Badarinath, K.2    Elvidge, C.3    Tuttle, B.4
  • 33
    • 84962148930 scopus 로고    scopus 로고
    • Modeling the spatiotemporal dynamics of electric power consumption in Mainland China using saturation corrected DMSP/OLS nighttime stable light data
    • [33] He, C., Ma, Q., Liu, Z., Zhang, Q., Modeling the spatiotemporal dynamics of electric power consumption in Mainland China using saturation corrected DMSP/OLS nighttime stable light data. Int J Dig Earth 6 (2013), 1–22.
    • (2013) Int J Dig Earth , vol.6 , pp. 1-22
    • He, C.1    Ma, Q.2    Liu, Z.3    Zhang, Q.4
  • 34
    • 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
    • [34] 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
  • 35
    • 84960453613 scopus 로고    scopus 로고
    • 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
    • [35] Cao, Z., Wu, Z., Kuang, Y., Huang, N., Wang, M., 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, 2016, 108, 10.3390/su8020108.
    • (2016) Sustainability , vol.8 , pp. 108
    • Cao, Z.1    Wu, Z.2    Kuang, Y.3    Huang, N.4    Wang, M.5
  • 37
    • 84862815586 scopus 로고    scopus 로고
    • Extracting the dynamics of urban expansion in China using DMSP-OLS nighttime light data from 1992 to 2008
    • [37] 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
  • 38
    • 84908032936 scopus 로고    scopus 로고
    • Correcting incompatible DN values and geometric errors in nighttime lights time-series images
    • [38] Zhao, N., Zhou, Y., Samson, E.L., Correcting incompatible DN values and geometric errors in nighttime lights time-series images. IEEE Trans Geosci Remote Sens 53 (2015), 2039–2049.
    • (2015) IEEE Trans Geosci Remote Sens , vol.53 , pp. 2039-2049
    • Zhao, N.1    Zhou, Y.2    Samson, E.L.3
  • 39
    • 84902547662 scopus 로고    scopus 로고
    • 2 (carbon dioxide) emissions at urban scales by DMSP/OLS (Defense Meteorological Satellite Program's Operational Linescan System) nighttime light imagery: methodological challenges and a case study for China
    • 2 (carbon dioxide) emissions at urban scales by DMSP/OLS (Defense Meteorological Satellite Program's Operational Linescan System) nighttime light imagery: methodological challenges and a case study for China. Energy 71 (2014), 468–478.
    • (2014) Energy , vol.71 , pp. 468-478
    • Meng, L.1    Graus, W.2    Worrell, E.3    Huang, B.4
  • 40
    • 70350533108 scopus 로고    scopus 로고
    • A fifteen year record of global natural gas flaring derived from satellite data
    • [40] Elvidge, C.D., Ziskin, D., Baugh, K.E., Tuttle, B.T., Ghosh, T., Pack, D.W., et al. A fifteen year record of global natural gas flaring derived from satellite data. Energies 2 (2009), 595–622.
    • (2009) Energies , vol.2 , pp. 595-622
    • Elvidge, C.D.1    Ziskin, D.2    Baugh, K.E.3    Tuttle, B.T.4    Ghosh, T.5    Pack, D.W.6
  • 41
    • 84856329245 scopus 로고    scopus 로고
    • A saturated light correction method for DMSP/OLS nighttime satellite imagery
    • [41] Letu, H., Hara, M., Tana, G., Nishio, F., A saturated light correction method for DMSP/OLS nighttime satellite imagery. IEEE Trans Geosci Remote Sens 50 (2012), 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
  • 42
    • 84881618486 scopus 로고    scopus 로고
    • Intercalibration of DMSP-OLS night-time light data by the invariant region method
    • [42] 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
  • 43
    • 79958706006 scopus 로고    scopus 로고
    • Mapping urbanization dynamics at regional and global scales using multi-temporal DMSP/OLS nighttime light data
    • [43] 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
  • 44
    • 33748943850 scopus 로고    scopus 로고
    • Restoring urbanization process in China in the 1990s by using non-radiance-calibrated DMSP/OLS nighttime light imagery and statistical data
    • [44] He, C., Shi, P., Li, J., Chen, J., Pan, Y., Li, J., et al. Restoring urbanization process in China in the 1990s by using non-radiance-calibrated DMSP/OLS nighttime light imagery and statistical data. Chin Sci Bull 51 (2006), 1614–1620.
    • (2006) Chin Sci Bull , vol.51 , pp. 1614-1620
    • He, C.1    Shi, P.2    Li, J.3    Chen, J.4    Pan, Y.5    Li, J.6
  • 45
    • 77956627444 scopus 로고    scopus 로고
    • Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects
    • [45] Letu, H., Hara, M., Yagi, H., Naoki, K., Tana, G., Nishio, F., et al. Estimating energy consumption from night-time DMPS/OLS imagery after correcting for saturation effects. Int J Remote Sens 31 (2010), 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
  • 46
    • 0034878488 scopus 로고    scopus 로고
    • Modeling the population of China using DMSP operational linescan system nighttime data
    • [46] Lo, C., Modeling the population of China using DMSP operational linescan system nighttime data. Photogram Eng Remote Sens 67 (2001), 1037–1047.
    • (2001) Photogram Eng Remote Sens , vol.67 , pp. 1037-1047
    • Lo, C.1
  • 47
    • 84865616623 scopus 로고    scopus 로고
    • Spatial-temporal difference analysis of cultivated land use intensity based on emergy in Poyang Lake Eco-economic Zone
    • [47] Xie, H., Zou, J., Peng, X., Spatial-temporal difference analysis of cultivated land use intensity based on emergy in Poyang Lake Eco-economic Zone. Acta Geogr Sinica 67 (2012), 889–902.
    • (2012) Acta Geogr Sinica , vol.67 , pp. 889-902
    • Xie, H.1    Zou, J.2    Peng, X.3
  • 48
    • 0142093754 scopus 로고    scopus 로고
    • Evaluation of methods for classifying epidemiological data on choropleth maps in series
    • [48] Brewer, C.A., Pickle, L., Evaluation of methods for classifying epidemiological data on choropleth maps in series. Ann Assoc Am Geogr 92 (2002), 662–681.
    • (2002) Ann Assoc Am Geogr , vol.92 , pp. 662-681
    • Brewer, C.A.1    Pickle, L.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.