메뉴 건너뛰기




Volumn 7, Issue 8, 2014, Pages 3440-3452

Landsat time series and lidar as predictors of live and dead basal area across five bark beetle-affected forests

Author keywords

Forestry; Image sequence analysis; Remote sensing; Vegetation mapping

Indexed keywords

DECISION TREES; ECOSYSTEMS; FORECASTING; FORESTRY; REMOTE SENSING;

EID: 85027933027     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2346955     Document Type: Article
Times cited : (31)

References (73)
  • 1
    • 84868531141 scopus 로고    scopus 로고
    • Spatiotemporal patterns of observed bark beetle-caused tree mortality in British Columbia and the western United States
    • Oct.
    • A. J. H. Meddens, J. A. Hicke, and C. A. Ferguson, "Spatiotemporal patterns of observed bark beetle-caused tree mortality in British Columbia and the western United States," Ecol. Appl., vol. 22, pp. 1876-1891, Oct. 2012.
    • (2012) Ecol. Appl. , vol.22 , pp. 1876-1891
    • Meddens, A.J.H.1    Hicke, J.A.2    Ferguson, C.A.3
  • 2
    • 0022854147 scopus 로고
    • Mountain pine beetle outbreaks in the Rocky Mountains - Regulators of primary productivity
    • Apr.
    • W. H. Romme, D. H. Knight, and J. B. Yavitt, "Mountain pine beetle outbreaks in the Rocky Mountains - Regulators of primary productivity," Amer. Nat., vol. 127, pp. 484-494, Apr. 1986.
    • (1986) Amer. Nat. , vol.127 , pp. 484-494
    • Romme, W.H.1    Knight, D.H.2    Yavitt, J.B.3
  • 3
    • 74449087800 scopus 로고    scopus 로고
    • Impact of mountain pine beetle on the net ecosystem production of lodgepole pine stands in British Columbia
    • Feb.
    • M. Brown et al., "Impact of mountain pine beetle on the net ecosystem production of lodgepole pine stands in British Columbia," Agric. Forest Meteorol., vol. 150, pp. 254-264, Feb. 2010.
    • (2010) Agric. Forest Meteorol. , vol.150 , pp. 254-264
    • Brown, M.1
  • 4
    • 77951778398 scopus 로고    scopus 로고
    • Estimating the reduction in gross primary production due to mountain pine beetle infestation using satellite observations
    • N. C. Coops and M. A. Wulder, "Estimating the reduction in gross primary production due to mountain pine beetle infestation using satellite observations," Int. J. Remote Sens., vol. 31, pp. 2129-2138, 2010.
    • (2010) Int. J. Remote Sens. , vol.31 , pp. 2129-2138
    • Coops, N.C.1    Wulder, M.A.2
  • 5
    • 42549163271 scopus 로고    scopus 로고
    • Mountain pine beetle and forest carbon feedback to climate change
    • Apr.
    • W. A. Kurz et al., "Mountain pine beetle and forest carbon feedback to climate change," Nature, vol. 452, pp. 987-990, Apr. 2008.
    • (2008) Nature , vol.452 , pp. 987-990
    • Kurz, W.A.1
  • 6
    • 78649801876 scopus 로고    scopus 로고
    • Observations and modeling of aboveground tree carbon stocks and fluxes following a bark beetle outbreak in the western United States
    • Jan.
    • E. M. Pfeifer, J. A. Hicke, and A. J. H. Meddens, "Observations and modeling of aboveground tree carbon stocks and fluxes following a bark beetle outbreak in the western United States," Global Change Biol., vol. 17, pp. 339-350, Jan. 2011.
    • (2011) Global Change Biol. , vol.17 , pp. 339-350
    • Pfeifer, E.M.1    Hicke, J.A.2    Meddens, A.J.H.3
  • 7
    • 84855321626 scopus 로고    scopus 로고
    • Simulating coupled carbon and nitrogen dynamics following mountain pine beetle outbreaks in the western United States
    • Dec.
    • S. L. Edburg, J. A. Hicke, D. M. Lawrence, and P. E. Thornton, "Simulating coupled carbon and nitrogen dynamics following mountain pine beetle outbreaks in the western United States," J. Geophys. Res. Biogeosci., vol. 116, pp. 1-15, Dec. 2011.
    • (2011) J. Geophys. Res. Biogeosci. , vol.116 , pp. 1-15
    • Edburg, S.L.1    Hicke, J.A.2    Lawrence, D.M.3    Thornton, P.E.4
  • 8
    • 84155172161 scopus 로고    scopus 로고
    • Effects of biotic disturbances on forest carbon cycling in the United States and Canada
    • Jan.
    • J. A. Hicke et al., "Effects of biotic disturbances on forest carbon cycling in the United States and Canada," Global Change Biol., vol. 18, pp. 7-34, Jan. 2012.
    • (2012) Global Change Biol. , vol.18 , pp. 7-34
    • Hicke, J.A.1
  • 9
    • 0000953943 scopus 로고
    • More streamflow after a bark beetle epidemic
    • N. Bethlahmy, "More streamflow after a bark beetle epidemic," J. Hydrol., vol. 23, pp. 185-189, 1974.
    • (1974) J. Hydrol. , vol.23 , pp. 185-189
    • Bethlahmy, N.1
  • 10
    • 84865365443 scopus 로고    scopus 로고
    • The impact of pine beetle infestation on snow accumulation and melt in the headwaters of the Colorado River
    • Jul.
    • E. Pugh and E. Small, "The impact of pine beetle infestation on snow accumulation and melt in the headwaters of the Colorado River," Ecohydrology, vol. 5, pp. 467-477, Jul. 2012.
    • (2012) Ecohydrology , vol.5 , pp. 467-477
    • Pugh, E.1    Small, E.2
  • 11
    • 84892475558 scopus 로고    scopus 로고
    • Multiscale observations of snow accumulation and peak snowpack following widespread, insect-induced lodgepole pine mortality
    • Nov.
    • J. A. Biederman et al., "Multiscale observations of snow accumulation and peak snowpack following widespread, insect-induced lodgepole pine mortality," Ecohydrology, vol. 7, pp. 150-162, Nov. 2012.
    • (2012) Ecohydrology , vol.7 , pp. 150-162
    • Biederman, J.A.1
  • 12
    • 84855839672 scopus 로고    scopus 로고
    • Radiative forcing of natural forest disturbances
    • Feb.
    • T. L. O'Halloran et al., "Radiative forcing of natural forest disturbances," Global Change Biol., vol. 18, pp. 555-565, Feb. 2012.
    • (2012) Global Change Biol. , vol.18 , pp. 555-565
    • O'Halloran, T.L.1
  • 13
    • 84857673489 scopus 로고    scopus 로고
    • Meteorological impacts of forest mortality due to insect infestation in Colorado
    • Feb.
    • C. Wiedinmyer, M. Barlage, M. Tewari, and F. Chen, "Meteorological impacts of forest mortality due to insect infestation in Colorado," Earth Interact., vol. 16, pp. 1-11, Feb. 2012.
    • (2012) Earth Interact. , vol.16 , pp. 1-11
    • Wiedinmyer, C.1    Barlage, M.2    Tewari, M.3    Chen, F.4
  • 14
    • 84871576962 scopus 로고    scopus 로고
    • Summertime climate response to mountain pine beetle disturbance in British Columbia
    • Nov.
    • H. Maness, P. J. Kushner, and I. Fung, "Summertime climate response to mountain pine beetle disturbance in British Columbia," Nat. Geosci., vol. 6, pp. 65-70, Nov. 2012.
    • (2012) Nat. Geosci. , vol.6 , pp. 65-70
    • Maness, H.1    Kushner, P.J.2    Fung, I.3
  • 15
    • 84886658051 scopus 로고    scopus 로고
    • Effects of bark beetle-caused tree mortality on biogeochemical and biogeophysical MODIS products
    • Jul.
    • B. C. Bright, J. A. Hicke, and A. J. H. Meddens, "Effects of bark beetle-caused tree mortality on biogeochemical and biogeophysical MODIS products," J. Geophys. Res. Biogeosci., vol. 118, pp. 974-982, Jul. 2013.
    • (2013) J. Geophys. Res. Biogeosci. , vol.118 , pp. 974-982
    • Bright, B.C.1    Hicke, J.A.2    Meddens, A.J.H.3
  • 16
    • 70449401681 scopus 로고    scopus 로고
    • A review and synthesis of the effects of unsalva-gedmountain- pine-beetle-attacked stands on wildlife and implications for forest management
    • A. C. A. Chan-McLeod, "A review and synthesis of the effects of unsalva-gedmountain- pine-beetle-attacked stands on wildlife and implications for forest management," BC J. Ecosyst. Manage., vol. 7, pp. 119-132, 2006.
    • (2006) BC J. Ecosyst. Manage. , vol.7 , pp. 119-132
    • Chan-McLeod, A.C.A.1
  • 17
    • 71949103036 scopus 로고    scopus 로고
    • Ponderosa pine mortality during a severe bark beetle (Coleoptera: Curculionidae, Scolytinae) outbreak in southern British Columbia and implications for wildlife habitat management
    • Dec.
    • W. Klenner and A. Arsenault, "Ponderosa pine mortality during a severe bark beetle (Coleoptera: Curculionidae, Scolytinae) outbreak in southern British Columbia and implications for wildlife habitat management," Forest Ecol. Manage., vol. 258, pp. S5-S14, Dec. 2009.
    • (2009) Forest Ecol. Manage. , vol.258 , pp. S5-S14
    • Klenner, W.1    Arsenault, A.2
  • 18
    • 36749098370 scopus 로고    scopus 로고
    • Bark beetles, fuels, fires and implications for forest management in the Intermountain West
    • Jan.
    • M. J. Jenkins, E. Hebertson, W. Page, and C. A. Jorgensen, "Bark beetles, fuels, fires and implications for forest management in the Intermountain West," Forest Ecol. Manage., vol. 254, pp. 16-34, Jan. 2008.
    • (2008) Forest Ecol. Manage. , vol.254 , pp. 16-34
    • Jenkins, M.J.1    Hebertson, E.2    Page, W.3    Jorgensen, C.A.4
  • 19
  • 20
    • 77956882349 scopus 로고    scopus 로고
    • Detecting trends in forest disturbance and recovery using yearly Landsat time series: 1. LandTrendr - Temporal segmentation algorithms
    • Dec.
    • R. E. Kennedy, Z. G. Yang, and W. B. Cohen, "Detecting trends in forest disturbance and recovery using yearly Landsat time series: 1. LandTrendr - Temporal segmentation algorithms," Remote Sens. Environ., vol. 114, pp. 2897-2910, Dec. 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 2897-2910
    • Kennedy, R.E.1    Yang, Z.G.2    Cohen, W.B.3
  • 21
    • 85028117041 scopus 로고
    • Order Coleoptera-Beetles
    • Washington, DC, USA: USDA Forest Service
    • R. L. Furniss and V. M. Carolin, "Order Coleoptera-Beetles," in Western Forest Insects. Washington, DC, USA: USDA Forest Service, 1977, pp. 339-342.
    • (1977) Western Forest Insects , pp. 339-342
    • Furniss, R.L.1    Carolin, V.M.2
  • 22
    • 74049096045 scopus 로고    scopus 로고
    • Bark beetle outbreaks in western North America: Causes and consequences
    • B. Bentz et al., "Bark beetle outbreaks in western North America: Causes and consequences," in Proc. Bark Beetle Symp., Snowbird, UT, USA, 2009, pp. 1-42.
    • Proc. Bark Beetle Symp., Snowbird, UT, USA, 2009 , pp. 1-42
    • Bentz, B.1
  • 23
    • 84869188620 scopus 로고    scopus 로고
    • Climate and weather influences on spatial temporal patterns of mountain pine beetle populations in Washington and Oregon
    • Nov.
    • H. K. Preisler, J. A. Hicke, A. A. Ager, and J. L. Hayes, "Climate and weather influences on spatial temporal patterns of mountain pine beetle populations in Washington and Oregon," Ecology, vol. 93, pp. 2421-2434, Nov. 2012.
    • (2012) Ecology , vol.93 , pp. 2421-2434
    • Preisler, H.K.1    Hicke, J.A.2    Ager, A.A.3    Hayes, J.L.4
  • 24
    • 77956415058 scopus 로고    scopus 로고
    • Climate change and bark beetles of the western United States and Canada: Direct and indirect effects
    • Sep.
    • B. J. Bentz et al., "Climate change and bark beetles of the western United States and Canada: Direct and indirect effects," Bioscience, vol. 60, pp. 602-613, Sep. 2010.
    • (2010) Bioscience , vol.60 , pp. 602-613
    • Bentz, B.J.1
  • 26
    • 45849137124 scopus 로고    scopus 로고
    • Cross-scale drivers of natural disturbances prone to anthropogenic amplification: The dynamics of bark beetle eruptions
    • Jun.
    • K. F. Raffa et al., "Cross-scale drivers of natural disturbances prone to anthropogenic amplification: The dynamics of bark beetle eruptions," Bioscience, vol. 58, pp. 501-517, Jun. 2008.
    • (2008) Bioscience , vol.58 , pp. 501-517
    • Raffa, K.F.1
  • 27
    • 84873507501 scopus 로고    scopus 로고
    • Evaluating methods to detect bark beetle-caused tree mortality using single-date and multi-data Landsat imagery
    • May
    • A. J. H. Meddens, J. A. Hicke, L. A. Vierling, and A. T. Hudak, "Evaluating methods to detect bark beetle-caused tree mortality using single-date and multi-data Landsat imagery," Remote Sens. Environ., vol. 132, pp. 49-58, May 2013.
    • (2013) Remote Sens. Environ. , vol.132 , pp. 49-58
    • Meddens, A.J.H.1    Hicke, J.A.2    Vierling, L.A.3    Hudak, A.T.4
  • 28
    • 29744439952 scopus 로고    scopus 로고
    • Surveying mountain pine beetle damage of forests: A review of remote sensing opportunities
    • Jan.
    • M. A. Wulder, C. C. Dymond, J. C. White, D. G. Leckie, and A. L. Carroll, "Surveying mountain pine beetle damage of forests: A review of remote sensing opportunities," Forest Ecol. Manage., vol. 221, pp. 27-41, Jan. 2006.
    • (2006) Forest Ecol. Manage. , vol.221 , pp. 27-41
    • Wulder, M.A.1    Dymond, C.C.2    White, J.C.3    Leckie, D.G.4    Carroll, A.L.5
  • 29
    • 84863463374 scopus 로고    scopus 로고
    • Reflectance changes due to pine sawfly attack detected using multitemporal SPOT satellite data
    • M. Gilichinsky, H. Olsson, and S. Solberg, "Reflectance changes due to pine sawfly attack detected using multitemporal SPOT satellite data," Remote Sens. Lett., vol. 4, pp. 10-18, 2013.
    • (2013) Remote Sens. Lett. , vol.4 , pp. 10-18
    • Gilichinsky, M.1    Olsson, H.2    Solberg, S.3
  • 30
    • 33646850249 scopus 로고    scopus 로고
    • Mapping defoliation during a severe insect attack on Scots pine using airborne laser scanning
    • Jun.
    • S. Solberg, E. Naesset, K. H. Hanssen, and E. Christiansen, "Mapping defoliation during a severe insect attack on Scots pine using airborne laser scanning," Remote Sens. Environ., vol. 102, pp. 364-376, Jun. 2006.
    • (2006) Remote Sens. Environ. , vol.102 , pp. 364-376
    • Solberg, S.1    Naesset, E.2    Hanssen, K.H.3    Christiansen, E.4
  • 31
    • 0024165398 scopus 로고
    • The effects of bark beetle stress on the foliar spectral reflectance of lodgepole pine
    • Sep.
    • F. J. Ahern, "The effects of bark beetle stress on the foliar spectral reflectance of lodgepole pine," Int. J. Remote Sens., vol. 9, pp. 1451-1468, Sep. 1988.
    • (1988) Int. J. Remote Sens. , vol.9 , pp. 1451-1468
    • Ahern, F.J.1
  • 33
    • 79954596639 scopus 로고    scopus 로고
    • Evaluating the potential of multispectral imagery to map multiple stages of tree mortality
    • Jul.
    • A. J. H. Meddens, J. A. Hicke, and L. A. Vierling, "Evaluating the potential of multispectral imagery to map multiple stages of tree mortality," Remote Sens. Environ., vol. 115, pp. 1632-1642, Jul. 2011.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 1632-1642
    • Meddens, A.J.H.1    Hicke, J.A.2    Vierling, L.A.3
  • 34
    • 77955686682 scopus 로고    scopus 로고
    • Assessing differences in tree and stand structure following beetle infestation using lidar data
    • Dec.
    • N. C. Coops et al., "Assessing differences in tree and stand structure following beetle infestation using lidar data," Can. J. Remote Sens., vol. 35, pp. 497-508, Dec. 2009.
    • (2009) Can. J. Remote Sens. , vol.35 , pp. 497-508
    • Coops, N.C.1
  • 35
    • 84891114666 scopus 로고    scopus 로고
    • Predicting live and dead tree basal area of bark beetle affected forests from discrete-return lidar
    • Sep.
    • B. C. Bright, A. T. Hudak, R. McGaughey, H. E. Andersen, and J. Negron, "Predicting live and dead tree basal area of bark beetle affected forests from discrete-return lidar," Can. J. Remote Sens., vol. 39, no. S1, pp. S99-S111, Sep. 2013.
    • (2013) Can. J. Remote Sens. , vol.39 , Issue.S1 , pp. S99-S111
    • Bright, B.C.1    Hudak, A.T.2    McGaughey, R.3    Andersen, H.E.4    Negron, J.5
  • 36
    • 0347124770 scopus 로고
    • The relation of diameter of lodgepole pine to incidence of attack by the bark beetle Dendroctonus monticolae Hopkins
    • G. R. Hopping and G. Beall, "The relation of diameter of lodgepole pine to incidence of attack by the bark beetle Dendroctonus monticolae Hopkins," For. Chron., vol. 24, pp. 141-145, 1948.
    • (1948) For. Chron. , vol.24 , pp. 141-145
    • Hopping, G.R.1    Beall, G.2
  • 37
    • 0024165767 scopus 로고
    • Estimating forest biomass and volume using airborne laser data
    • Mar.
    • R. Nelson, W. Krabill, and J. Tonelli, "Estimating forest biomass and volume using airborne laser data," Remote Sens. Environ., vol. 24, pp. 247-267, Mar. 1988.
    • (1988) Remote Sens. Environ. , vol.24 , pp. 247-267
    • Nelson, R.1    Krabill, W.2    Tonelli, J.3
  • 38
    • 0036736967 scopus 로고    scopus 로고
    • Lidar remote sensing of above-ground biomass in three biomes
    • Sep.
    • M. A. Lefsky et al., "Lidar remote sensing of above-ground biomass in three biomes," Global Ecol. Biogeogr., vol. 11, pp. 393-399, Sep. 2002.
    • (2002) Global Ecol. Biogeogr. , vol.11 , pp. 393-399
    • Lefsky, M.A.1
  • 39
    • 33746169461 scopus 로고    scopus 로고
    • Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data
    • Apr.
    • A. T. Hudak et al., "Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data," Can. J. Remote Sens., vol. 32, pp. 126-138, Apr. 2006.
    • (2006) Can. J. Remote Sens. , vol.32 , pp. 126-138
    • Hudak, A.T.1
  • 40
    • 77957768057 scopus 로고    scopus 로고
    • Non-parametric prediction and mapping of standing timber volume and biomass in a temperate forest: Application of multiple optical/LiDAR-derived predictors
    • Oct.
    • H. Latifi, A. Nothdurft, and B. Koch, "Non-parametric prediction and mapping of standing timber volume and biomass in a temperate forest: Application of multiple optical/LiDAR-derived predictors," Forestry, vol. 83, pp. 395-407, Oct. 2010.
    • (2010) Forestry , vol.83 , pp. 395-407
    • Latifi, H.1    Nothdurft, A.2    Koch, B.3
  • 41
    • 2942621978 scopus 로고    scopus 로고
    • Landsat's role in ecological applications of remote sensing
    • Jun.
    • W. B. Cohen and S. N. Goward, "Landsat's role in ecological applications of remote sensing," Bioscience, vol. 54, pp. 535-545, Jun. 2004.
    • (2004) Bioscience , vol.54 , pp. 535-545
    • Cohen, W.B.1    Goward, S.N.2
  • 42
    • 70350050130 scopus 로고    scopus 로고
    • An automated approach for reconstructing recent forest disturbance history using dense Landsat time series stacks
    • C. Huang et al., "An automated approach for reconstructing recent forest disturbance history using dense Landsat time series stacks," Remote Sens. Environ., vol. 114, pp. 183-198, 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 183-198
    • Huang, C.1
  • 43
    • 84881554220 scopus 로고    scopus 로고
    • United States forest disturbance trends observed using Landsat time series
    • J. G. Masek et al., "United States forest disturbance trends observed using Landsat time series," Ecosystems, vol. 16, no. 6, pp. 1087-1104, 2013.
    • (2013) Ecosystems , vol.16 , Issue.6 , pp. 1087-1104
    • Masek, J.G.1
  • 44
    • 81355146459 scopus 로고    scopus 로고
    • A Landsat time series approach to characterize bark beetle and defoliator impacts on tree mortality and surface fuels in conifer forests
    • Dec.
    • G. W. Meigs, R. E. Kennedy, and W. B. Cohen, "A Landsat time series approach to characterize bark beetle and defoliator impacts on tree mortality and surface fuels in conifer forests," Remote Sens. Environ., vol. 115, pp. 3707-3718, Dec. 2011.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 3707-3718
    • Meigs, G.W.1    Kennedy, R.E.2    Cohen, W.B.3
  • 45
    • 84864572142 scopus 로고    scopus 로고
    • Using Landsatderived disturbance history (1972-2010) to predict current forest structure
    • Jul.
    • D. Pflugmacher, W. B. Cohen, and R. E. Kennedy, "Using Landsatderived disturbance history (1972-2010) to predict current forest structure," Remote Sens. Environ., vol. 122, pp. 146-165, Jul. 2012.
    • (2012) Remote Sens. Environ. , vol.122 , pp. 146-165
    • Pflugmacher, D.1    Cohen, W.B.2    Kennedy, R.E.3
  • 46
    • 84883512513 scopus 로고    scopus 로고
    • Monitoring coniferous forest biomass change using a Landsat trajectory-based approach
    • Dec.
    • M. Main-Knorn et al., "Monitoring coniferous forest biomass change using a Landsat trajectory-based approach," Remote Sens. Environ., vol. 139, pp. 277-290, Dec. 2013.
    • (2013) Remote Sens. Environ. , vol.139 , pp. 277-290
    • Main-Knorn, M.1
  • 47
    • 34548438479 scopus 로고    scopus 로고
    • Estimating field-plot data of forest stands using airborne laser scanning and SPOT HRG data
    • Oct.
    • J. Wallerman and J. Holmgren, "Estimating field-plot data of forest stands using airborne laser scanning and SPOT HRG data," Remote Sens. Environ., vol. 110, pp. 501-508, Oct. 2007.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 501-508
    • Wallerman, J.1    Holmgren, J.2
  • 48
    • 33646849465 scopus 로고    scopus 로고
    • Nonparametric estimation of stem volume using airborne laser scanning, aerial photography, and stand-register data
    • Feb.
    • M. Maltamo, J. Malinen, P. Packaln, A. Suvanto, and J. Kangas, "Nonparametric estimation of stem volume using airborne laser scanning, aerial photography, and stand-register data," Can. J. Forest Res., vol. 36, pp. 426-436, Feb. 2006.
    • (2006) Can. J. Forest Res. , vol.36 , pp. 426-436
    • Maltamo, M.1    Malinen, J.2    Packaln, P.3    Suvanto, A.4    Kangas, J.5
  • 49
    • 79960716421 scopus 로고    scopus 로고
    • Fusion of airborne LiDAR and satellite multispectral data for the estimation of timber volume in the Southern Alps
    • S. Tonolli et al., "Fusion of airborne LiDAR and satellite multispectral data for the estimation of timber volume in the Southern Alps," Remote Sens. Environ., vol. 115, pp. 2486-2498, 2011.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 2486-2498
    • Tonolli, S.1
  • 50
    • 84893865983 scopus 로고    scopus 로고
    • Prediction of forest attributes with field plots, Landsat, and a sample of lidar strips: A case study on the Kenai Peninsula, Alaska
    • Feb.
    • J. L. Strunk, H. Temesgen, H. E. Andersen, and P. Packalen, "Prediction of forest attributes with field plots, Landsat, and a sample of lidar strips: A case study on the Kenai Peninsula, Alaska," Photogramm. Eng. Remote Sens., vol. 80, pp. 143-150, Feb. 2014.
    • (2014) Photogramm. Eng. Remote Sens. , vol.80 , pp. 143-150
    • Strunk, J.L.1    Temesgen, H.2    Andersen, H.E.3    Packalen, P.4
  • 51
    • 36348933235 scopus 로고    scopus 로고
    • Mapping surface fuel models using lidar and multispectral data fusion for fire behavior
    • Jan.
    • M. Mutlu, S. C. Popescu, C. Stripling, and T. Spencer, "Mapping surface fuel models using lidar and multispectral data fusion for fire behavior," Remote Sens. Environ., vol. 112, pp. 274-285, Jan. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 274-285
    • Mutlu, M.1    Popescu, S.C.2    Stripling, C.3    Spencer, T.4
  • 52
    • 75149145494 scopus 로고    scopus 로고
    • Fusion of LiDAR and imagery for estimating forest canopy fuels
    • Apr.
    • T. L. Erdody and L. M. Moskal, "Fusion of LiDAR and imagery for estimating forest canopy fuels," Remote Sens. Environ., vol. 114, pp. 725-737, Apr. 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 725-737
    • Erdody, T.L.1    Moskal, L.M.2
  • 54
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Oct.
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, pp. 5-32, Oct. 2001.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 55
    • 41249100721 scopus 로고    scopus 로고
    • Nearest neighbor imputation of species-level, plotscale forest structure attributes from LiDAR data
    • A. T. Hudak, N. L. Crookston, J. S. Evans, D. E. Hall, and M. J. Falkowski, "Nearest neighbor imputation of species-level, plotscale forest structure attributes from LiDAR data," Remote Sens. Environ., vol. 112, pp. 2232-2245, 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 2232-2245
    • Hudak, A.T.1    Crookston, N.L.2    Evans, J.S.3    Hall, D.E.4    Falkowski, M.J.5
  • 56
    • 84860527334 scopus 로고    scopus 로고
    • Quantifying aboveground forest carbon pools and fluxes from repeat LiDAR surveys
    • A. T. Hudak et al., "Quantifying aboveground forest carbon pools and fluxes from repeat LiDAR surveys," Remote Sens. Environ., vol. 123, pp. 25-40, 2012.
    • (2012) Remote Sens. Environ. , vol.123 , pp. 25-40
    • Hudak, A.T.1
  • 57
    • 23744446996 scopus 로고    scopus 로고
    • The forest vegetation simulator: A review of its structure, content, and applications
    • N. L. Crookston and G. E. Dixon, "The forest vegetation simulator: A review of its structure, content, and applications," Comput. Electron. Agric., vol. 49, no. 1, pp. 60-80, 2005.
    • (2005) Comput. Electron. Agric. , vol.49 , Issue.1 , pp. 60-80
    • Crookston, N.L.1    Dixon, G.E.2
  • 60
    • 11144232505 scopus 로고    scopus 로고
    • Comparison of AVIRIS and Landsat ETM+ detection capabilities for burn severity
    • Aug.
    • J. W. van Wagtendonk, R. R. Root, and C. H. Key, "Comparison of AVIRIS and Landsat ETM+ detection capabilities for burn severity," Remote Sens. Environ., vol. 92, pp. 397-408, Aug. 2004.
    • (2004) Remote Sens. Environ. , vol.92 , pp. 397-408
    • Van Wagtendonk, J.W.1    Root, R.R.2    Key, C.H.3
  • 61
    • 0022267176 scopus 로고
    • A TM tasseled cap equivalent transformation for reflectance factor data
    • E. P. Crist, "A TM tasseled cap equivalent transformation for reflectance factor data," Remote Sens. Environ., vol. 17, pp. 301-306, 1985.
    • (1985) Remote Sens. Environ. , vol.17 , pp. 301-306
    • Crist, E.P.1
  • 62
    • 84885438092 scopus 로고    scopus 로고
    • Carbon stocks of trees killed by bark beetles and wildfire in the western United States
    • Aug.
    • J. A. Hicke, A. J. H. Meddens, C. D. Allen, and C. A. Kolden, "Carbon stocks of trees killed by bark beetles and wildfire in the western United States," Environ. Res. Lett., vol. 8, pp. 1-8, Aug. 2013.
    • (2013) Environ. Res. Lett. , vol.8 , pp. 1-8
    • Hicke, J.A.1    Meddens, A.J.H.2    Allen, C.D.3    Kolden, C.A.4
  • 63
    • 84914179053 scopus 로고    scopus 로고
    • Vienna, Austria: R Foundation for Statistical Computing, [Online]. Available
    • R Core Team, R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing, 2013 [Online]. Available: http://www.R-project.org/
    • (2013) R: A Language and Environment for Statistical Computing
  • 64
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • A. Liaw and M. Wiener, "Classification and regression by randomForest," R News, vol. 2, no. 3, pp. 18-22, 2002.
    • (2002) R News , vol.2 , Issue.3 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 65
    • 74549225673 scopus 로고    scopus 로고
    • Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics
    • M. A. Murphy, J. S. Evans, and A. Storfer, "Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics," Ecology, vol. 91, pp. 252-261, 2010.
    • (2010) Ecology , vol.91 , pp. 252-261
    • Murphy, M.A.1    Evans, J.S.2    Storfer, A.3
  • 66
    • 67349136470 scopus 로고    scopus 로고
    • Gradient modeling of conifer species using random forests
    • May
    • J. S. Evans and S. A. Cushman, "Gradient modeling of conifer species using random forests," Landscape Ecol., vol. 24, pp. 673-683, May 2009.
    • (2009) Landscape Ecol. , vol.24 , pp. 673-683
    • Evans, J.S.1    Cushman, S.A.2
  • 67
    • 84900118830 scopus 로고    scopus 로고
    • Modeling species distribution and change using Random Forests
    • New York, NY, USA: Springer, ch. 8
    • J. S. Evans, M. A. Murphy, Z. A. Holden, and S. A. Cushman, "Modeling species distribution and change using Random Forests" in Predictive Modeling in Landscape Ecology. New York, NY, USA: Springer, 2011, ch. 8, pp. 139-159.
    • (2011) Predictive Modeling in Landscape Ecology , pp. 139-159
    • Evans, J.S.1    Murphy, M.A.2    Holden, Z.A.3    Cushman, S.A.4
  • 68
    • 56649103458 scopus 로고    scopus 로고
    • Conterminous US and Alaska forest type mapping using forest inventory and analysis data
    • Nov.
    • B. Ruefenacht et al., "Conterminous US and Alaska forest type mapping using forest inventory and analysis data," Photogramm. Eng. Remote Sens., vol. 74, pp. 1379-1388, Nov. 2008.
    • (2008) Photogramm. Eng. Remote Sens. , vol.74 , pp. 1379-1388
    • Ruefenacht, B.1
  • 69
    • 41549107697 scopus 로고    scopus 로고
    • A project for monitoring trends in burn severity
    • J. Eidenshink et al., "A project for monitoring trends in burn severity," Fire Ecol., vol. 3, no. 1, pp. 3-21, 2007.
    • (2007) Fire Ecol. , vol.3 , Issue.1 , pp. 3-21
    • Eidenshink, J.1
  • 70
    • 0021424184 scopus 로고
    • A physically-based transformation of thematic mapper data - The TM Tasseled Cap
    • May
    • E. P. Crist and R. C. Cicone, "A physically-based transformation of thematic mapper data - The TM Tasseled Cap," IEEE Trans. Geosci. Remote Sens., vol. 22, no. 3, pp. 256-263, May 1984.
    • (1984) IEEE Trans. Geosci. Remote Sens. , vol.22 , Issue.3 , pp. 256-263
    • Crist, E.P.1    Cicone, R.C.2
  • 71
    • 0141457423 scopus 로고    scopus 로고
    • Sensitivity of the thematic mapper enhanced wetness difference index to detect mountain pine beetle red-attack damage
    • Aug.
    • R. S. Skakun, M. A. Wulder, and S. E. Franklin, "Sensitivity of the thematic mapper enhanced wetness difference index to detect mountain pine beetle red-attack damage," Remote Sens. Environ., vol. 86, pp. 433-443, Aug. 2003.
    • (2003) Remote Sens. Environ. , vol.86 , pp. 433-443
    • Skakun, R.S.1    Wulder, M.A.2    Franklin, S.E.3
  • 72
    • 0003426206 scopus 로고
    • USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, USA, Res. Paper RM-309
    • J. M. Schmid and R. H. Frye, "Stand ratings for spruce beetles," USDA Forest Service, Rocky Mountain Research Station, Fort Collins, CO, USA, Res. Paper RM-309, 1976.
    • (1976) Stand Ratings for Spruce Beetles
    • Schmid, J.M.1    Frye, R.H.2
  • 73
    • 1242277803 scopus 로고    scopus 로고
    • The canopy surface and stand development: Assessing forest canopy structure and complexity with near-surface altimetry
    • Feb.
    • G. G. Parker and M. E. Russ, "The canopy surface and stand development: Assessing forest canopy structure and complexity with near-surface altimetry," Forest Ecol. Manage., vol. 189, pp. 307-315, Feb. 2004.
    • (2004) Forest Ecol. Manage. , vol.189 , pp. 307-315
    • Parker, G.G.1    Russ, M.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.