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Volumn 7, Issue 9, 2014, Pages 3713-3723

Near-real time detection of beetle infestation in pine forests using MODIS data

Author keywords

Change detection; model fitting; MODIS; time series

Indexed keywords

BEETLE INFESTATION; CHANGE DETECTION; MODEL FITTING; MODIS; NEAR-REAL TIME; PINE FOREST;

EID: 84910104124     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2330830     Document Type: Article
Times cited : (31)

References (65)
  • 2
    • 79960683269 scopus 로고    scopus 로고
    • Evaluating satellite imagery for estimating mountain pine beetle-caused lodgepole pine mortality: Current status
    • B. Bentz and D. Endreson, "Evaluating satellite imagery for estimating mountain pine beetle-caused lodgepole pine mortality: Current status," in Proc. Mountain Pine Beetle Symp.: Challenges Solutions, 2003, p. 298.
    • (2003) Proc. Mountain Pine Beetle Symp.: Challenges Solutions
    • Bentz, B.1    Endreson, D.2
  • 3
    • 43949112280 scopus 로고    scopus 로고
    • An object-based change detection method accounting for temporal dependences in time series with medium to coarse spatial resolution
    • Jun.
    • S. Bontemps, P. Bogaert, N. Titeux, and P. Defourny, "An object-based change detection method accounting for temporal dependences in time series with medium to coarse spatial resolution," Remote Sens. Environ., vol. 112, pp. 3181-3191, Jun. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3181-3191
    • Bontemps, S.1    Bogaert, P.2    Titeux, N.3    Defourny, P.4
  • 4
    • 0034656294 scopus 로고    scopus 로고
    • The use of temporal metrics for land cover change detection at coarse spatial scales
    • Jan.
    • J. S. Borak, E. F. Lambin, and A. H. Strahler, "The use of temporal metrics for land cover change detection at coarse spatial scales," Int. J. Remote Sens., vol. 21, pp. 1415-1432, Jan. 2000.
    • (2000) Int. J. Remote Sens. , vol.21 , pp. 1415-1432
    • Borak, J.S.1    Lambin, E.F.2    Strahler, A.H.3
  • 6
    • 33744977717 scopus 로고    scopus 로고
    • Assessment of quickbird high spatial resolution imagery to detect red attack damage due to mountain pine beetle infestation
    • Jul.
    • N. C. Coops, M. Johnson, M. A. Wulder, and J. C. White, "Assessment of quickbird high spatial resolution imagery to detect red attack damage due to mountain pine beetle infestation," Remote Sens. Environ., vol. 103, pp. 67-80, Jul. 2006.
    • (2006) Remote Sens. Environ. , vol.103 , pp. 67-80
    • Coops, N.C.1    Johnson, M.2    Wulder, M.A.3    White, J.C.4
  • 7
    • 77952100427 scopus 로고    scopus 로고
    • Assessing changes in forest fragmentation following infestation using time series landsat imagery
    • May
    • N. C. Coops et al., "Assessing changes in forest fragmentation following infestation using time series landsat imagery," Forest Ecol. Manag., vol. 259, pp. 2355-2365, May 2010.
    • (2010) Forest Ecol. Manag. , vol.259 , pp. 2355-2365
    • Coops, N.C.1
  • 8
    • 1942536045 scopus 로고    scopus 로고
    • Digital change detection methods in ecosystem monitoring: A review
    • May
    • P. Coppin, I. Jonckheere, K. Nackaerts, and B. Muys, "Digital change detection methods in ecosystem monitoring: A review," Int. J. Remote Sens., vol. 25, pp. 1565-1596, May 2004.
    • (2004) Int. J. Remote Sens. , vol.25 , pp. 1565-1596
    • Coppin, P.1    Jonckheere, I.2    Nackaerts, K.3    Muys, B.4
  • 9
    • 19344365683 scopus 로고    scopus 로고
    • Astatistical framework for the analysis of long image time series
    • Apr.
    • K. M. de Beurs and G. M. Henebry, "Astatistical framework for the analysis of long image time series," Int. J. Remote Sens., vol. 26, pp. 1551-1573, Apr. 2005.
    • (2005) Int. J. Remote Sens. , vol.26 , pp. 1551-1573
    • De Beurs, K.M.1    Henebry, G.M.2
  • 10
    • 50849135855 scopus 로고    scopus 로고
    • Estimating the effect of gypsy moth defoliation using MODIS
    • Oct.
    • K. M. de Beurs and P. Townsend, "Estimating the effect of gypsy moth defoliation using MODIS," Remote Sens. Environ., vol. 112, pp. 3983-3990, Oct. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3983-3990
    • De Beurs, K.M.1    Townsend, P.2
  • 11
    • 0037333559 scopus 로고    scopus 로고
    • Mountain pine beetle red-attack forest damage classification using stratified landsat tm data in British Columbia, Canada
    • Mar.
    • S. Franklin, M. Wulder, R. Skakun, and A. Carroll, "Mountain pine beetle red-attack forest damage classification using stratified landsat tm data in British Columbia, Canada," Photogramm. Eng. Remote Sens., vol. 69, pp. 283-288, Mar. 2003.
    • (2003) Photogramm. Eng. Remote Sens. , vol.69 , pp. 283-288
    • Franklin, S.1    Wulder, M.2    Skakun, R.3    Carroll, A.4
  • 12
    • 13344277968 scopus 로고    scopus 로고
    • Mapping insect-induced tree defoliation and mortality using coarse spatial resolution satellite imagery
    • Jan.
    • R. H. Fraser and R. Latifovic, "Mapping insect-induced tree defoliation and mortality using coarse spatial resolution satellite imagery," Int. J. Remote Sens., vol. 26, pp. 193-200, Jan. 2005.
    • (2005) Int. J. Remote Sens. , vol.26 , pp. 193-200
    • Fraser, R.H.1    Latifovic, R.2
  • 13
    • 16344367452 scopus 로고    scopus 로고
    • A method for detecting large-scale forest cover change using coarse spatial resolution imagery
    • Apr.
    • R. H. Fraser, T. A. Abuelgasim, and R. Latifovic, "A method for detecting large-scale forest cover change using coarse spatial resolution imagery," Remote Sens. Environ., vol. 95, pp. 414-427, Apr. 2005.
    • (2005) Remote Sens. Environ. , vol.95 , pp. 414-427
    • Fraser, R.H.1    Abuelgasim, T.A.2    Latifovic, R.3
  • 14
    • 34548103023 scopus 로고    scopus 로고
    • Trajectory-based change detection for automated characterization of forest disturbance dynamics
    • Oct.
    • R. E. Kennedy, W. B. Cohen, and T. A. Schroeder, "Trajectory-based change detection for automated characterization of forest disturbance dynamics," Remote Sens. Environ., vol. 110, pp. 370-386, Oct. 2007.
    • (2007) Remote Sens. Environ. , vol.110 , pp. 370-386
    • Kennedy, R.E.1    Cohen, W.B.2    Schroeder, T.A.3
  • 15
    • 77951208550 scopus 로고    scopus 로고
    • Improving land cover class separation using an extended Kalman filter on MODIS NDVI time-series data
    • Apr.
    • W. Kleynhans et al., "Improving land cover class separation using an extended Kalman filter on MODIS NDVI time-series data," IEEE Geosci. Remote Sens. Lett., vol. 7, no. 2, pp. 381-385, Apr. 2010.
    • (2010) IEEE Geosci. Remote Sens. Lett. , vol.7 , Issue.2 , pp. 381-385
    • Kleynhans, W.1
  • 16
    • 79955523463 scopus 로고    scopus 로고
    • Detecting land cover change using an extended Kalman filter on MODIS NDVI time-series data
    • May
    • W. Kleynhans et al., "Detecting land cover change using an extended Kalman filter on MODIS NDVI time-series data," IEEE Geosci. Remote Sens. Lett., vol. 8, no. 3, pp. 507-511, May 2011.
    • (2011) IEEE Geosci. Remote Sens. Lett. , vol.8 , Issue.3 , pp. 507-511
    • Kleynhans, W.1
  • 17
    • 0030425670 scopus 로고    scopus 로고
    • Change detection at multiple temporal scales: Seasonal and annual variations in landscape variables
    • Aug.
    • E. Lambin, "Change detection at multiple temporal scales: Seasonal and annual variations in landscape variables," Photogramm. Eng. Remote Sens., vol. 62, pp. 931-928, Aug. 1996.
    • (1996) Photogramm. Eng. Remote Sens. , vol.62 , pp. 931-928
    • Lambin, E.1
  • 18
    • 81355147498 scopus 로고    scopus 로고
    • A comparison of time series similarity measures for classification and change detection of ecosystem dynamics
    • Dec.
    • S. Lhermitte, J. Verbesselt, W. Verstraeten, and P. Coppin, "A comparison of time series similarity measures for classification and change detection of ecosystem dynamics," Remote Sens. Environ., vol. 115, pp. 3129-3152, Dec. 2011.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 3129-3152
    • Lhermitte, S.1    Verbesselt, J.2    Verstraeten, W.3    Coppin, P.4
  • 20
    • 79954596639 scopus 로고    scopus 로고
    • Evaluating the potential of multispectral imagery to map multiple stages of tree mortality
    • Jul.
    • A. J. 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.1    Hicke, J.A.2    Vierling, L.A.3
  • 21
    • 84873507501 scopus 로고    scopus 로고
    • Evaluating methods to detect bark beetle-caused tree mortality using single-date and multi-date landsat imagery
    • May
    • A. J. 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-date landsat imagery," Remote Sens. Environ., vol. 132, pp. 49-58, May 2013.
    • (2013) Remote Sens. Environ. , vol.132 , pp. 49-58
    • Meddens, A.J.1    Hicke, J.A.2    Vierling, L.A.3    Hudak, A.T.4
  • 22
    • 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
  • 23
    • 33745213579 scopus 로고    scopus 로고
    • Time-series analysis of medium-resolution, multisensor satellite data for identifying landscape change
    • Jun.
    • A. A. Millward, J. M. Piwowar, and P. J. Howarth, "Time-series analysis of medium-resolution, multisensor satellite data for identifying landscape change," Photogramm. Eng. Remote Sens., vol. 72, pp. 653-663, Jun. 2006.
    • (2006) Photogramm. Eng. Remote Sens. , vol.72 , pp. 653-663
    • Millward, A.A.1    Piwowar, J.M.2    Howarth, P.J.3
  • 24
    • 0032069871 scopus 로고    scopus 로고
    • Spectral retrogression and insect damage in lodgepole pine successional forests
    • K. P. Price and M. E. Jakubauskas, "Spectral retrogression and insect damage in lodgepole pine successional forests," Int. J. Remote Sens., vol. 19, no. 8, pp. 1627-1632, 1998.
    • (1998) Int. J. Remote Sens. , vol.19 , Issue.8 , pp. 1627-1632
    • Price, K.P.1    Jakubauskas, M.E.2
  • 26
    • 80052339727 scopus 로고    scopus 로고
    • Unsupervised land cover change detection: Meaningful sequential time series analysis
    • Jun.
    • B. P. Salmon et al., "Unsupervised land cover change detection: Meaningful sequential time series analysis," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 4, no. 2, pp. 327-335, Jun. 2011.
    • (2011) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.4 , Issue.2 , pp. 327-335
    • Salmon, B.P.1
  • 27
    • 78650861046 scopus 로고    scopus 로고
    • Assessment of MODIS NDVI time series data products for detecting forest defoliation by gypsy moth outbreaks
    • Feb.
    • J. P. Spruce et al., "Assessment of MODIS NDVI time series data products for detecting forest defoliation by gypsy moth outbreaks," Remote Sens. Environ., vol. 115, pp. 427-437, Feb. 2011.
    • (2011) Remote Sens. Environ. , vol.115 , pp. 427-437
    • Spruce, J.P.1
  • 28
    • 33744744103 scopus 로고    scopus 로고
    • Evaluating satellite and climate data-derived indices as fire risk indicators in savanna ecosystems
    • Jun.
    • J. Verbesselt, P. Jonsson, S. Lhermitte, J. van Aardt, and P. Coppin, "Evaluating satellite and climate data-derived indices as fire risk indicators in savanna ecosystems," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 6, pp. 1622-1632, Jun. 2006.
    • (2006) IEEE Trans. Geosci. Remote Sens. , vol.44 , Issue.6 , pp. 1622-1632
    • Verbesselt, J.1    Jonsson, P.2    Lhermitte, S.3    Van Aardt, J.4    Coppin, P.5
  • 29
    • 68949150798 scopus 로고    scopus 로고
    • Forecasting tree mortality using change metrics derived from MODIS satellite data
    • Sep.
    • J. Verbesselt, A. Robinson, C. Stone, and D. Culvenor, "Forecasting tree mortality using change metrics derived from MODIS satellite data," Forest Ecol. Manag., vol. 258, pp. 1166-1173, Sep. 2009.
    • (2009) Forest Ecol. Manag. , vol.258 , pp. 1166-1173
    • Verbesselt, J.1    Robinson, A.2    Stone, C.3    Culvenor, D.4
  • 30
    • 77956877702 scopus 로고    scopus 로고
    • Phenological change detection while accounting for abrupt and gradual trends in satellite image time series
    • Dec.
    • J. Verbesselt, R. Hyndman, A. Zeileis, and D. Culvenor, "Phenological change detection while accounting for abrupt and gradual trends in satellite image time series," Remote Sens. Environ., vol. 114, pp. 2970-2980, Dec. 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 2970-2980
    • Verbesselt, J.1    Hyndman, R.2    Zeileis, A.3    Culvenor, D.4
  • 31
    • 70350061503 scopus 로고    scopus 로고
    • Detecting trend and seasonal changes in satellite image time series
    • Jan.
    • J. Verbesselt, R. Hyndman, G. Newnham, and D. Culvenor, "Detecting trend and seasonal changes in satellite image time series," Remote Sens. Environ., vol. 114, pp. 106-115, Jan. 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 106-115
    • Verbesselt, J.1    Hyndman, R.2    Newnham, G.3    Culvenor, D.4
  • 32
    • 84859643212 scopus 로고    scopus 로고
    • Near real-time disturbance detection using satellite image time series
    • Aug.
    • J. Verbesselt, A. Zeileis, and M. Herold, "Near real-time disturbance detection using satellite image time series," Remote Sens. Environ., vol. 123, pp. 98-108, Aug. 2012.
    • (2012) Remote Sens. Environ. , vol.123 , pp. 98-108
    • Verbesselt, J.1    Zeileis, A.2    Herold, M.3
  • 33
    • 21444448107 scopus 로고    scopus 로고
    • Detection of red attack stage mountain pine beetle infestation with high spatial resolution satellite imagery
    • Jun.
    • J. White, M. Wulder, D. Brooks, R. Reich, and R. Wheate, "Detection of red attack stage mountain pine beetle infestation with high spatial resolution satellite imagery," Remote Sens. Environ., vol. 96, pp. 340-351, Jun. 2005.
    • (2005) Remote Sens. Environ. , vol.96 , pp. 340-351
    • White, J.1    Wulder, M.2    Brooks, D.3    Reich, R.4    Wheate, R.5
  • 34
    • 41549107411 scopus 로고    scopus 로고
    • Detecting and mapping mountain pine beetle red-attack damage with spot-5 10-m multispectral imagery
    • J. White, M. A. Wulder, and D. Grills, "Detecting and mapping mountain pine beetle red-attack damage with spot-5 10-m multispectral imagery," BC J. Ecosyst. Manag., vol. 7, no. 2, pp. 105-118, 2006.
    • (2006) BC J. Ecosyst. Manag. , vol.7 , Issue.2 , pp. 105-118
    • White, J.1    Wulder, M.A.2    Grills, D.3
  • 35
    • 34547117867 scopus 로고    scopus 로고
    • Detecting mountain pine beetle red attack damage with eo-1 hyperion moisture indices
    • May
    • J. C. White, N. C. Coops, T. Hilker, M. A. Wulder, and A. L. Carroll, "Detecting mountain pine beetle red attack damage with eo-1 hyperion moisture indices," Int. J. Remote Sens., vol. 28, pp. 2111-2121, May 2007.
    • (2007) Int. J. Remote Sens. , vol.28 , pp. 2111-2121
    • White, J.C.1    Coops, N.C.2    Hilker, T.3    Wulder, M.A.4    Carroll, A.L.5
  • 36
    • 33644780640 scopus 로고    scopus 로고
    • Estimating the probability of mountain pine beetle red-attack damage
    • Mar.
    • M. Wulder, J. White, B. Bentz, M. Alvarez, and N. Coops, "Estimating the probability of mountain pine beetle red-attack damage," Remote Sens. Environ., vol. 101, pp. 150-166, Mar. 2006.
    • (2006) Remote Sens. Environ. , vol.101 , pp. 150-166
    • Wulder, M.1    White, J.2    Bentz, B.3    Alvarez, M.4    Coops, N.5
  • 37
    • 29744439952 scopus 로고    scopus 로고
    • Surveying mountain pine beetle damage of forests: A review of remote sensing opportunities
    • 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," For. Ecol. Manag., vol. 221, no. 1-3, pp. 27-41, 2006.
    • (2006) For. Ecol. Manag. , vol.221 , Issue.1-3 , pp. 27-41
    • Wulder, M.A.1    Dymond, C.C.2    White, J.C.3    Leckie, D.G.4    Carroll, A.L.5
  • 38
    • 0036846292 scopus 로고    scopus 로고
    • Detection of land cover changes using MODIS 250mdata
    • Nov.
    • X. Zhan et al., "Detection of land cover changes using MODIS 250mdata," Remote Sens. Environ., vol. 83, pp. 336-350, Nov. 2002.
    • (2002) Remote Sens. Environ. , vol.83 , pp. 336-350
    • Zhan, X.1
  • 39
    • 75149156501 scopus 로고    scopus 로고
    • Continuous wavelet analysis for the detection of green attack damage due to mountain pine beetle infestation
    • Apr.
    • T. Cheng, B. Rivard, G. Sánchez-Azofeifa, J. Feng, and M. Calvo-Polanco, "Continuous wavelet analysis for the detection of green attack damage due to mountain pine beetle infestation," Remote Sens. Environ., vol. 114, pp. 899-910, Apr. 2010.
    • (2010) Remote Sens. Environ. , vol.114 , pp. 899-910
    • Cheng, T.1    Rivard, B.2    Sánchez-Azofeifa, G.3    Feng, J.4    Calvo-Polanco, M.5
  • 40
    • 20844433928 scopus 로고    scopus 로고
    • An autonomous earth-observing sensorweb
    • May
    • S. Chien et al., "An autonomous earth-observing sensorweb," IEEE Intell. Syst., vol. 20, pp. 16-24, May 2005.
    • (2005) IEEE Intell. Syst. , vol.20 , pp. 16-24
    • Chien, S.1
  • 41
    • 33750291997 scopus 로고    scopus 로고
    • Integrating remotely sensed and ancillary data sources to characterize a mountain pine beetle infestation
    • Nov.
    • N. C. Coops, M. A. Wulder, and J. C. White, "Integrating remotely sensed and ancillary data sources to characterize a mountain pine beetle infestation," Remote Sens. Environ., vol. 105, pp. 83-97, Nov. 2006.
    • (2006) Remote Sens. Environ. , vol.105 , pp. 83-97
    • Coops, N.C.1    Wulder, M.A.2    White, J.C.3
  • 42
    • 77954736706 scopus 로고    scopus 로고
    • Curve fitting of time-series landsat imagery for characterizing a mountain pine beetle infestation
    • Jun.
    • N. R. Goodwin, S. Magnussen, N. C. Coops, and M. A. Wulder, "Curve fitting of time-series landsat imagery for characterizing a mountain pine beetle infestation," Int. J. Remote Sens., vol. 31, pp. 3263-3271, Jun. 2010.
    • (2010) Int. J. Remote Sens. , vol.31 , pp. 3263-3271
    • Goodwin, N.R.1    Magnussen, S.2    Coops, N.C.3    Wulder, M.A.4
  • 43
    • 48349097463 scopus 로고    scopus 로고
    • Estimation of insect infestation dynamics using a temporal sequence of landsat data
    • Sep.
    • N. R. Goodwin et al., "Estimation of insect infestation dynamics using a temporal sequence of landsat data," Remote Sens. Environ., vol. 112, pp. 3680-3689, Sep. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 3680-3689
    • Goodwin, N.R.1
  • 44
    • 84863399973 scopus 로고    scopus 로고
    • A general landsat model to predict canopy defoliation in broadleaf deciduous forests
    • Apr.
    • P. A. Townsend et al., "A general landsat model to predict canopy defoliation in broadleaf deciduous forests," Remote Sens. Environ., vol. 119, pp. 255-265, Apr. 2012.
    • (2012) Remote Sens. Environ. , vol.119 , pp. 255-265
    • Townsend, P.A.1
  • 45
    • 63649151671 scopus 로고    scopus 로고
    • Prediction and assessment of bark beetle-induced mortality of lodgepole pine using estimates of stand vigor derived from remotely sensed data
    • May
    • N. C. Coops, R. H. Waring, M. A. Wulder, and J. C. White, "Prediction and assessment of bark beetle-induced mortality of lodgepole pine using estimates of stand vigor derived from remotely sensed data," Remote Sens. Environ., vol. 113, pp. 1058-1066, May 2009.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1058-1066
    • Coops, N.C.1    Waring, R.H.2    Wulder, M.A.3    White, J.C.4
  • 46
    • 84901322175 scopus 로고    scopus 로고
    • A statistical framework for near-real time detection of beetle infestation in pine forests using MODIS data
    • Oct.
    • A. Anees and J. Aryal, "A statistical framework for near-real time detection of beetle infestation in pine forests using MODIS data," IEEE Geosci. Remote Sens. Lett., vol. 11, no. 10, pp. 1717-1721, Oct. 2014.
    • (2014) IEEE Geosci. Remote Sens. Lett. , vol.11 , Issue.10 , pp. 1717-1721
    • Anees, A.1    Aryal, J.2
  • 47
    • 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, p. 433, Aug. 2003.
    • (2003) Remote Sens. Environ. , vol.86
    • Skakun, R.S.1    Wulder, M.A.2    Franklin, S.E.3
  • 48
    • 43949091795 scopus 로고    scopus 로고
    • Multi-temporal analysis of high spatial resolution imagery for disturbance monitoring
    • Jun.
    • M. A. Wulder, J. C. White, N. C. Coops, and C. R. Butson, "Multi-temporal analysis of high spatial resolution imagery for disturbance monitoring," Remote Sens. Environ., vol. 112, pp. 2729-2740, Jun. 2008.
    • (2008) Remote Sens. Environ. , vol.112 , pp. 2729-2740
    • Wulder, M.A.1    White, J.C.2    Coops, N.C.3    Butson, C.R.4
  • 49
    • 67349085788 scopus 로고    scopus 로고
    • Mapping insect defoliation in scots pine with MODIS time-series data
    • Jul.
    • L. Eklundh, T. Johansson, and S. Solberg, "Mapping insect defoliation in scots pine with MODIS time-series data," Remote Sens. Environ., vol. 113, pp. 1566-1573, Jul. 2009.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1566-1573
    • Eklundh, L.1    Johansson, T.2    Solberg, S.3
  • 51
    • 0035977163 scopus 로고    scopus 로고
    • FFT analysis on NDVI annual cycle and climatic regionality in northeast brazil
    • Nov.
    • R. I. Negron Juarez and W. T. Liu, "FFT analysis on NDVI annual cycle and climatic regionality in northeast brazil," Int. J. Climatol., vol. 21, pp. 1803-1820, Nov. 2001.
    • (2001) Int. J. Climatol. , vol.21 , pp. 1803-1820
    • Negron Juarez, R.I.1    Liu, W.T.2
  • 53
    • 0018465733 scopus 로고
    • Red and photographic infrared linear combinations for monitoring vegetation
    • May
    • C. J. Tucker, "Red and photographic infrared linear combinations for monitoring vegetation," Remote Sens. Environ., vol. 8, pp. 127-150, May 1979.
    • (1979) Remote Sens. Environ. , vol.8 , pp. 127-150
    • Tucker, C.J.1
  • 54
    • 0024856777 scopus 로고
    • Detection of changes in leaf water content using near-and middle-infrared reflectances
    • Oct.
    • E. R. Hunt and B. N. Rock, "Detection of changes in leaf water content using near-and middle-infrared reflectances," Remote Sens. Environ., vol. 30, pp. 43-54, Oct. 1989.
    • (1989) Remote Sens. Environ. , vol.30 , pp. 43-54
    • Hunt, E.R.1    Rock, B.N.2
  • 55
    • 0030429663 scopus 로고    scopus 로고
    • NDWI-normalized difference water index for remote sensing of vegetation liquid water from space
    • Dec.
    • B. Gao, "NDWI-normalized difference water index for remote sensing of vegetation liquid water from space," Remote Sens. Environ., vol. 58, pp. 257-266, Dec. 1996.
    • (1996) Remote Sens. Environ. , vol.58 , pp. 257-266
    • Gao, B.1
  • 56
    • 0030453414 scopus 로고    scopus 로고
    • Use of a green channel in remote sensing of global vegetation from EOS-MODIS
    • Dec.
    • A. A. Gitelson, Y. J. Kaufman, and M. N. Merzlyak, "Use of a green channel in remote sensing of global vegetation from EOS-MODIS," Remote Sens. Environ., vol. 58, pp. 289-298, Dec. 1996.
    • (1996) Remote Sens. Environ. , vol.58 , pp. 289-298
    • Gitelson, A.A.1    Kaufman, Y.J.2    Merzlyak, M.N.3
  • 57
    • 1442315675 scopus 로고    scopus 로고
    • Wide dynamic range vegetation index for remote quantification of biophysical characteristics of vegetation
    • Feb.
    • A. A. Gitelson, "Wide dynamic range vegetation index for remote quantification of biophysical characteristics of vegetation," J. Plant Physiol., vol. 161, pp. 165-173, Feb. 2004.
    • (2004) J. Plant Physiol. , vol.161 , pp. 165-173
    • Gitelson, A.A.1
  • 58
    • 0000169232 scopus 로고
    • An algorithm for least-squares estimation of nonlinear parameters
    • D. W. Marquardt, "An algorithm for least-squares estimation of nonlinear parameters," J. Soc. Ind. Appl. Math., vol. 11, pp. 431-441, 1963.
    • (1963) J. Soc. Ind. Appl. Math. , vol.11 , pp. 431-441
    • Marquardt, D.W.1
  • 62
    • 84910043997 scopus 로고    scopus 로고
    • [Online] Available
    • [Online]. Available: http://www.for.gov.bc.ca/ftp/hre/external/publish/w-eb/bcmpb/year9/bcmpb.v9.2011kill.pdf
  • 63
    • 84910043996 scopus 로고    scopus 로고
    • [Online] Available
    • [Online]. Available: http://www.for.gov.bc.ca/hfp/health/overview/mpb-h-istory.htm
  • 64
    • 84910043995 scopus 로고    scopus 로고
    • [Online]. Available
    • [Online]. Available: http://foresthealth.fs.usda.gov/portal/flex/ids
  • 65
    • 84910043994 scopus 로고    scopus 로고
    • [Online]. Available
    • [Online]. Available: http://landweb.nascom.nasa.gov/cgi-bin/developer/tilemap.cgi


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.