메뉴 건너뛰기




Volumn 53, Issue , 2016, Pages 118-127

The accuracy of large-area forest canopy cover estimation using Landsat in boreal region

Author keywords

Boreal; Canopy cover; Forest; Landsat; Tree cover

Indexed keywords

ACCURACY ASSESSMENT; BOREAL FOREST; FOREST CANOPY; FOREST COVER; LANDSAT; SATELLITE IMAGERY;

EID: 85003952953     PISSN: 15698432     EISSN: 1872826X     Source Type: Journal    
DOI: 10.1016/j.jag.2016.08.009     Document Type: Article
Times cited : (29)

References (42)
  • 1
    • 0001395470 scopus 로고
    • Spectral mixture modeling: a new analysis of rock and soil types at the Viking Lander 1 Site
    • Adams, J.B., Smith, M.O., Johnson, P.E., Spectral mixture modeling: a new analysis of rock and soil types at the Viking Lander 1 Site. J. Geophys. Res. 91 (1986), 8098–8112.
    • (1986) J. Geophys. Res. , vol.91 , pp. 8098-8112
    • Adams, J.B.1    Smith, M.O.2    Johnson, P.E.3
  • 2
    • 45849092625 scopus 로고    scopus 로고
    • Forests and climate change: forcings, feedbacks, and the climate benefits of forests
    • Bonan, G.B., Forests and climate change: forcings, feedbacks, and the climate benefits of forests. Science 320 (2008), 1444–1449.
    • (2008) Science , vol.320 , pp. 1444-1449
    • Bonan, G.B.1
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L., Random forests. Mach. Learn. 45 (2001), 5–32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 4
    • 0033988863 scopus 로고    scopus 로고
    • A shortwave infrared modification to the simple ratio for LAI retrieval in boreal forests: an image and model analysis
    • Brown, L., Chen, J.M., Leblanc, S.G., Cihlar, J., A shortwave infrared modification to the simple ratio for LAI retrieval in boreal forests: an image and model analysis. Remote Sens. Environ. 71 (2000), 16–25.
    • (2000) Remote Sens. Environ. , vol.71 , pp. 16-25
    • Brown, L.1    Chen, J.M.2    Leblanc, S.G.3    Cihlar, J.4
  • 5
    • 0022267176 scopus 로고
    • A TM tasseled cap equivalent transformation for reflectance factor data
    • Crist, E.P., A TM tasseled cap equivalent transformation for reflectance factor data. Remote Sens. Environ. 17 (1985), 301–306.
    • (1985) Remote Sens. Environ. , vol.17 , pp. 301-306
    • Crist, E.P.1
  • 6
    • 0033407561 scopus 로고    scopus 로고
    • Continuous fields of vegetation characteristics at the global scale at 1-km resolution
    • DeFries, R.S., Townshend, J.R.G., Hansen, M.C., Continuous fields of vegetation characteristics at the global scale at 1-km resolution. J. Geophys. Res. 104 (1999), 16911–16923.
    • (1999) J. Geophys. Res. , vol.104 , pp. 16911-16923
    • DeFries, R.S.1    Townshend, J.R.G.2    Hansen, M.C.3
  • 7
    • 84880508481 scopus 로고    scopus 로고
    • Annual Global Automated MODIS Vegetation Continuous Fields (MOD44B) at 250 m Spatial Resolution for Data Years Beginning Day 65, 2000–2010 Collection 5 Percent Tree Cover
    • University of Maryland College Park, MD, USA
    • DiMiceli, C.M., Carroll, M.L., Sohlberg, R.A., Huang, C., Hansen, M.C., Townshend, J.R.G., Annual Global Automated MODIS Vegetation Continuous Fields (MOD44B) at 250 m Spatial Resolution for Data Years Beginning Day 65, 2000–2010 Collection 5 Percent Tree Cover. 2011, University of Maryland, College Park, MD, USA http://www.landcover.org/data/vcf/.
    • (2011)
    • DiMiceli, C.M.1    Carroll, M.L.2    Sohlberg, R.A.3    Huang, C.4    Hansen, M.C.5    Townshend, J.R.G.6
  • 8
    • 77956942313 scopus 로고    scopus 로고
    • Implications of alternative field-sampling designs on Landsat-based mapping of stand age and carbon stocks in Oregon forests
    • Duane, M.V., Cohen, W.B., Campbell, J.L., Hudiburg, T., Turner, D.P., Weyermann, D.L., Implications of alternative field-sampling designs on Landsat-based mapping of stand age and carbon stocks in Oregon forests. For. Sci. 56 (2010), 405–416.
    • (2010) For. Sci. , vol.56 , pp. 405-416
    • Duane, M.V.1    Cohen, W.B.2    Campbell, J.L.3    Hudiburg, T.4    Turner, D.P.5    Weyermann, D.L.6
  • 9
    • 33847679067 scopus 로고    scopus 로고
    • Global Forest Resources Assessment Update 2005 (FRA 2005): Terms and Definitions (No 83/E)
    • FRA Working Paper 1 Rome
    • FAO, Global Forest Resources Assessment Update 2005 (FRA 2005): Terms and Definitions (No 83/E). 2004, FRA Working Paper 1, Rome.
    • (2004)
    • FAO1
  • 10
    • 4444357184 scopus 로고    scopus 로고
    • Beta regression for modelling rates and proportions
    • Ferrari, S., Cribari-Neto, F., Beta regression for modelling rates and proportions. J. Appl. Stat. 31 (2004), 799–815.
    • (2004) J. Appl. Stat. , vol.31 , pp. 799-815
    • Ferrari, S.1    Cribari-Neto, F.2
  • 13
    • 0036846098 scopus 로고    scopus 로고
    • Towards an operational MODIS continuous field of percent tree cover algorithm: examples using AVHRR and MODIS data
    • Hansen, M.C., DeFries, R.S., Townshend, J.R.G., Sohlberg, R., Dimiceli, C., Carroll, M., Towards an operational MODIS continuous field of percent tree cover algorithm: examples using AVHRR and MODIS data. Remote Sens. Environ. 83 (2002), 303–319.
    • (2002) Remote Sens. Environ. , vol.83 , pp. 303-319
    • Hansen, M.C.1    DeFries, R.S.2    Townshend, J.R.G.3    Sohlberg, R.4    Dimiceli, C.5    Carroll, M.6
  • 14
    • 0242494415 scopus 로고    scopus 로고
    • Global percent tree cover at a spatial resolution of 500 meters: first results of the MODIS vegetation continuous fields algorithm
    • Hansen, M.C., DeFries, R.S., Townshend, J.R.G., Carroll, M., Dimiceli, C., Sohlberg, R.A., Global percent tree cover at a spatial resolution of 500 meters: first results of the MODIS vegetation continuous fields algorithm. Earth Interact. 7 (2003), 1–15.
    • (2003) Earth Interact. , vol.7 , pp. 1-15
    • Hansen, M.C.1    DeFries, R.S.2    Townshend, J.R.G.3    Carroll, M.4    Dimiceli, C.5    Sohlberg, R.A.6
  • 16
    • 84975098383 scopus 로고    scopus 로고
    • Good Practice Guidance for Land Use, Land-Use Change and Forestry
    • Institute for Global Environmental Strategies (IGES) Hayama, Japan
    • IPCC, Good Practice Guidance for Land Use, Land-Use Change and Forestry. 2003, Institute for Global Environmental Strategies (IGES), Hayama, Japan.
    • (2003)
    • IPCC1
  • 17
    • 0033019629 scopus 로고    scopus 로고
    • Assessing forest canopies and understorey illumination: canopy closure, canopy cover and other measures
    • Jennings, S.B., Brown, N.D., Sheil, D., Assessing forest canopies and understorey illumination: canopy closure, canopy cover and other measures. Forestry 72 (1999), 59–74.
    • (1999) Forestry , vol.72 , pp. 59-74
    • Jennings, S.B.1    Brown, N.D.2    Sheil, D.3
  • 18
    • 33845874102 scopus 로고    scopus 로고
    • Estimation of forest canopy cover: a comparison of field measurement techniques
    • Korhonen, L., Korhonen, K., Rautiainen, M., Stenberg, P., Estimation of forest canopy cover: a comparison of field measurement techniques. Silva Fenn. 40 (2006), 577–588.
    • (2006) Silva Fenn. , vol.40 , pp. 577-588
    • Korhonen, L.1    Korhonen, K.2    Rautiainen, M.3    Stenberg, P.4
  • 19
    • 80053257875 scopus 로고    scopus 로고
    • Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index
    • Korhonen, L., Korpela, I., Heiskanen, J., Maltamo, M., Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index. Remote Sens. Environ. 115 (2011), 1065–1080.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1065-1080
    • Korhonen, L.1    Korpela, I.2    Heiskanen, J.3    Maltamo, M.4
  • 20
    • 84896284241 scopus 로고    scopus 로고
    • Modelling lidar-derived boreal forest canopy cover with SPOT 4 HRVIR data
    • Korhonen, L., Heiskanen, J., Korpela, I., Modelling lidar-derived boreal forest canopy cover with SPOT 4 HRVIR data. Int. J. Remote Sens. 34 (2013), 8172–8181.
    • (2013) Int. J. Remote Sens. , vol.34 , pp. 8172-8181
    • Korhonen, L.1    Heiskanen, J.2    Korpela, I.3
  • 22
    • 0003939360 scopus 로고
    • Introduction to Bivariate and Multivariate Analysis
    • Scott Foresman Glenview, IL
    • Lindeman, R.H., Merenda, P.F., Gold, R.Z., Introduction to Bivariate and Multivariate Analysis. 1980, Scott Foresman, Glenview, IL.
    • (1980)
    • Lindeman, R.H.1    Merenda, P.F.2    Gold, R.Z.3
  • 23
    • 84962252092 scopus 로고    scopus 로고
    • The potential of Sentinel-2 data for estimating biophysical variables in a boreal forest: a simulation study
    • Majasalmi, T., Rautiainen, M., The potential of Sentinel-2 data for estimating biophysical variables in a boreal forest: a simulation study. Remote Sens. Lett. 7 (2016), 427–436.
    • (2016) Remote Sens. Lett. , vol.7 , pp. 427-436
    • Majasalmi, T.1    Rautiainen, M.2
  • 24
    • 84862688948 scopus 로고    scopus 로고
    • Estimating canopy cover from standard forest inventory measurements in Western Oregon
    • McIntosh, A.C.S., Gray, A.N., Garman, S.L., Estimating canopy cover from standard forest inventory measurements in Western Oregon. For. Sci. 58 (2012), 154–167.
    • (2012) For. Sci. , vol.58 , pp. 154-167
    • McIntosh, A.C.S.1    Gray, A.N.2    Garman, S.L.3
  • 27
    • 70350639541 scopus 로고    scopus 로고
    • Inflated beta distributions
    • Ospina, R., Ferrari, S.L.P., Inflated beta distributions. Stat. Pap. 51 (2009), 111–126.
    • (2009) Stat. Pap. , vol.51 , pp. 111-126
    • Ospina, R.1    Ferrari, S.L.P.2
  • 28
    • 76049083444 scopus 로고    scopus 로고
    • Quantification of live aboveground forest biomass dynamics with Landsat time-series and field inventory data: a comparison of empirical modeling approaches
    • Powell, S.L., Cohen, W.B., Healey, S.P., Kennedy, R.E., Moisen, G.G., Pierce, K.B., Ohmann, J.L., Quantification of live aboveground forest biomass dynamics with Landsat time-series and field inventory data: a comparison of empirical modeling approaches. Remote Sens. Environ. 114 (2010), 1053–1068.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 1053-1068
    • Powell, S.L.1    Cohen, W.B.2    Healey, S.P.3    Kennedy, R.E.4    Moisen, G.G.5    Pierce, K.B.6    Ohmann, J.L.7
  • 29
    • 47049126236 scopus 로고    scopus 로고
    • Comparative analysis of EO-1 ALI and Hyperion, and Landsat ETM+ data for mapping forest crown closure and leaf area index
    • Pu, R., Gong, P., Yu, Q., Comparative analysis of EO-1 ALI and Hyperion, and Landsat ETM+ data for mapping forest crown closure and leaf area index. Sensors 8 (2008), 3744–3766.
    • (2008) Sensors , vol.8 , pp. 3744-3766
    • Pu, R.1    Gong, P.2    Yu, Q.3
  • 30
    • 84945917385 scopus 로고    scopus 로고
    • Spectral contribution of understory to forest reflectance in a boreal site: an analysis of EO-1 Hyperion data
    • Rautiainen, M., Lukeš, P., Spectral contribution of understory to forest reflectance in a boreal site: an analysis of EO-1 Hyperion data. Remote Sens. Environ. 171 (2015), 98–104.
    • (2015) Remote Sens. Environ. , vol.171 , pp. 98-104
    • Rautiainen, M.1    Lukeš, P.2
  • 31
    • 16844384840 scopus 로고    scopus 로고
    • Estimating canopy cover in scots pine stands
    • Rautiainen, M., Stenberg, P., Nilson, T., Estimating canopy cover in scots pine stands. Silva Fenn. 39 (2005), 137–142.
    • (2005) Silva Fenn. , vol.39 , pp. 137-142
    • Rautiainen, M.1    Stenberg, P.2    Nilson, T.3
  • 32
    • 0032156917 scopus 로고    scopus 로고
    • Mapping chaparral in the Santa Monica Mountains using multiple endmember spectral mixture models
    • Roberts, D.A., Gardner, M., Church, R., Ustin, S., Scheer, G., Green, R.O., Mapping chaparral in the Santa Monica Mountains using multiple endmember spectral mixture models. Remote Sens. Environ. 65 (1998), 267–279.
    • (1998) Remote Sens. Environ. , vol.65 , pp. 267-279
    • Roberts, D.A.1    Gardner, M.2    Church, R.3    Ustin, S.4    Scheer, G.5    Green, R.O.6
  • 36
    • 79954622955 scopus 로고    scopus 로고
    • Endmember variability in spectral mixture analysis: a review
    • Somers, B., Asner, G.P., Tits, L., Coppin, P., Endmember variability in spectral mixture analysis: a review. Remote Sens. Environ. 115 (2011), 1603–1616.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1603-1616
    • Somers, B.1    Asner, G.P.2    Tits, L.3    Coppin, P.4
  • 37
    • 0036788894 scopus 로고    scopus 로고
    • The spectral/temporal manifestation of forest succession in optical imagery: The potential of multitemporal imagery 82, 285–302
    • Song, C., Woodcock, C.E., Li, X., 2002. The spectral/temporal manifestation of forest succession in optical imagery: The potential of multitemporal imagery 82, 285–302.
    • (2002)
    • Song, C.1    Woodcock, C.E.2    Li, X.3
  • 38
    • 14744289023 scopus 로고    scopus 로고
    • Spectral mixture analysis for subpixel vegetation fractions in the urban environment: how to incorporate endmember variability?
    • Song, C., Spectral mixture analysis for subpixel vegetation fractions in the urban environment: how to incorporate endmember variability?. Remote Sens. Environ. 95 (2005), 248–263.
    • (2005) Remote Sens. Environ. , vol.95 , pp. 248-263
    • Song, C.1
  • 39
    • 77954756986 scopus 로고    scopus 로고
    • Estimating vegetation height and canopy cover from remotely sensed data with machine learning
    • Stojanova, D., Panov, P., Gjorgjioski, V., Kobler, A., Džeroski, S., Estimating vegetation height and canopy cover from remotely sensed data with machine learning. Ecol. Inf. 5 (2010), 256–266.
    • (2010) Ecol. Inf. , vol.5 , pp. 256-266
    • Stojanova, D.1    Panov, P.2    Gjorgjioski, V.3    Kobler, A.4    Džeroski, S.5
  • 40
    • 85003981755 scopus 로고    scopus 로고
    • Product Guide: Landsat 4–7 Climate Data Record (CDR) Surface Reflectance Version 6.3.
    • USGS, 2016. Product Guide: Landsat 4–7 Climate Data Record (CDR) Surface Reflectance Version 6.3.
    • (2016)
  • 42
    • 84956704477 scopus 로고    scopus 로고
    • Integrating Landsat pixel composites and change metrics with lidar plots to predictively map forest structure and aboveground biomass in Saskatchewan, Canada
    • Zald, H.S.J., Wulder, M.A., White, J.C., Hilker, T., Hermosilla, T., Hobart, G.W., Coops, N.C., Integrating Landsat pixel composites and change metrics with lidar plots to predictively map forest structure and aboveground biomass in Saskatchewan, Canada. Remote Sens. Environ. 176 (2016), 188–201.
    • (2016) Remote Sens. Environ. , vol.176 , pp. 188-201
    • Zald, H.S.J.1    Wulder, M.A.2    White, J.C.3    Hilker, T.4    Hermosilla, T.5    Hobart, G.W.6    Coops, N.C.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.