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Volumn 32, Issue 3, 2017, Pages 501-514

A multi-scale analysis of western spruce budworm outbreak dynamics

Author keywords

British Columbia; Budworm (Choristoneura ssp.); Defoliation; Disturbance; Landsat; Western spruce budworm (Choristoneura freemani Razowski = Choristoneura occidentalis Freeman)

Indexed keywords

CLIMATE EFFECT; CONIFEROUS TREE; DEFOLIATION; ENVIRONMENTAL DISTURBANCE; ENVIRONMENTAL FACTOR; FOREST MANAGEMENT; GIS; HOST-PARASITE INTERACTION; INSECT; LANDSAT; PARASITE INFESTATION; PEST OUTBREAK;

EID: 84994452793     PISSN: 09212973     EISSN: 15729761     Source Type: Journal    
DOI: 10.1007/s10980-016-0460-0     Document Type: Article
Times cited : (32)

References (65)
  • 1
    • 0020343426 scopus 로고
    • Tree mortality and radial growth losses caused by the western spruce budworm in a Douglas-fir stand in British Columbia
    • Alfaro RI, Sickle GAV, Thomson AJ, Wegwitz E (1982) Tree mortality and radial growth losses caused by the western spruce budworm in a Douglas-fir stand in British Columbia. Can J For Res 12:780–787
    • (1982) Can J For Res , vol.12 , pp. 780-787
    • Alfaro, R.I.1    Sickle, G.A.V.2    Thomson, A.J.3    Wegwitz, E.4
  • 2
    • 0035874104 scopus 로고    scopus 로고
    • Susceptibility of northern British Columbia forests to spruce budworm defoliation
    • Alfaro RI, Taylor S, Brown RG, Clowater JS (2001) Susceptibility of northern British Columbia forests to spruce budworm defoliation. For Ecol Manag 145:181–190
    • (2001) For Ecol Manag , vol.145 , pp. 181-190
    • Alfaro, R.I.1    Taylor, S.2    Brown, R.G.3    Clowater, J.S.4
  • 3
    • 0002555268 scopus 로고
    • Quantification of Douglas-fir growth losses caused by western spruce budworm defoliation using stem analysis
    • Alfaro RI, Thomson AJ, Sickle GAV (1985) Quantification of Douglas-fir growth losses caused by western spruce budworm defoliation using stem analysis. Can J For Res 15:5–9
    • (1985) Can J For Res , vol.15 , pp. 5-9
    • Alfaro, R.I.1    Thomson, A.J.2    Sickle, G.A.V.3
  • 4
    • 79957827749 scopus 로고    scopus 로고
    • Pattern analysis of eastern spruce budworm Choristoneura fumiferana dispersal
    • Anderson DP, Sturtevant BR (2011) Pattern analysis of eastern spruce budworm Choristoneura fumiferana dispersal. Ecography 34:488–497
    • (2011) Ecography , vol.34 , pp. 488-497
    • Anderson, D.P.1    Sturtevant, B.R.2
  • 5
    • 84870958666 scopus 로고    scopus 로고
    • MuMIn: multi-model inference
    • Bartoń K (2009) MuMIn: multi-model inference. R-Package. https://cran.r-project.org/web/packages/MuMIn/MuMIn.pdf. Accessed 11 Nov 2016
    • (2009) R-Package
    • Bartoń, K.1
  • 8
    • 84895067405 scopus 로고    scopus 로고
    • Influence of environmental factors and spatio-temporal covariates during the initial development of a spruce budworm outbreak
    • Bouchard M, Auger I (2013) Influence of environmental factors and spatio-temporal covariates during the initial development of a spruce budworm outbreak. Landscape Ecol 29:111–126
    • (2013) Landscape Ecol , vol.29 , pp. 111-126
    • Bouchard, M.1    Auger, I.2
  • 9
    • 85012853465 scopus 로고    scopus 로고
    • Brookes MH, Campbell RW, Colbert JJ, Mitchell RG, Stark RW (1987) Western Spruce Budworm. USDA Forest Service Technical Bulletin No. 1694. Washington, DC. Accessed: 11 Nov 2016
    • Brookes MH, Campbell RW, Colbert JJ, Mitchell RG, Stark RW (1987) Western Spruce Budworm. USDA Forest Service Technical Bulletin No. 1694. Washington, DC. http://digitalcommons.usu.edu/cgi/viewcontent.cgi?article=1318&context=barkbeetles. Accessed: 11 Nov 2016
  • 10
    • 0013348940 scopus 로고
    • Brookes MH, Colbert JJ, Mitchell RG, Stark RW () . USDA Forest Service Technical Bulletin No. 1695. Washington, DC. Accessed: 11 Nov 2016
    • Brookes MH, Colbert JJ, Mitchell RG, Stark RW (1985) Managing Trees and Stands Susceptible to Western Spruce Budworm. USDA Forest Service Technical Bulletin No. 1695. Washington, DC. https://naldc.nal.usda.gov/naldc/download.xhtml?id=CAT86871967&content=PDF/latest. Accessed: 11 Nov 2016
    • (1985) Managing Trees and Stands Susceptible to Western Spruce Budworm
  • 11
    • 78650752639 scopus 로고    scopus 로고
    • AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons
    • Burnham KP, Anderson DR, Huyvaert KP (2010) AIC model selection and multimodel inference in behavioral ecology: some background, observations, and comparisons. Behav Ecol Sociobiol 65:23–35
    • (2010) Behav Ecol Sociobiol , vol.65 , pp. 23-35
    • Burnham, K.P.1    Anderson, D.R.2    Huyvaert, K.P.3
  • 12
    • 42049111283 scopus 로고    scopus 로고
    • The Severity of Budworm-Caused Growth Reductions in Balsam Fir/Spruce Stands Varies with the Hardwood Content of Surrounding Forest Landscapes
    • Campbell EM, MacLean DA, Bergeron Y (2008) The Severity of Budworm-Caused Growth Reductions in Balsam Fir/Spruce Stands Varies with the Hardwood Content of Surrounding Forest Landscapes. For Sci 54:195–205
    • (2008) For Sci , vol.54 , pp. 195-205
    • Campbell, E.M.1    MacLean, D.A.2    Bergeron, Y.3
  • 13
    • 0031925608 scopus 로고    scopus 로고
    • Spruce budworm impact, abundance and parasitism rate in a patchy landscape
    • Cappuccino N, Lavertu D, Bergeron Y, Régnière J (1998) Spruce budworm impact, abundance and parasitism rate in a patchy landscape. Oecologia 114:236–242
    • (1998) Oecologia , vol.114 , pp. 236-242
    • Cappuccino, N.1    Lavertu, D.2    Bergeron, Y.3    Régnière, J.4
  • 14
    • 0344165415 scopus 로고
    • Silvicultural strategies to reduce stand and forest susceptibility to the western spruce budworm
    • Washington: DC
    • Carlson CE, Wulf NW (1989) Silvicultural strategies to reduce stand and forest susceptibility to the western spruce budworm. In: USDA Forest Service Agricultural handbook No. 676. Washington, DC. https://naldc.nal.usda.gov/download/CAT89916903/PDF. Accessed 11 Nov 2016
    • (1989) USDA Forest Service Agricultural handbook No , pp. 676
    • Carlson, C.E.1    Wulf, N.W.2
  • 17
    • 84898834692 scopus 로고    scopus 로고
    • Drought-triggered western spruce budworm outbreaks in the interior Pacific Northwest: a multi-century dendrochronological record
    • Flower A, Gavin DG, Heyerdahl EK, Parsons RA, Cohn GM (2014) Drought-triggered western spruce budworm outbreaks in the interior Pacific Northwest: a multi-century dendrochronological record. For Ecol Manag 324:16–27
    • (2014) For Ecol Manag , vol.324 , pp. 16-27
    • Flower, A.1    Gavin, D.G.2    Heyerdahl, E.K.3    Parsons, R.A.4    Cohn, G.M.5
  • 18
    • 84880724848 scopus 로고    scopus 로고
    • Spatial dynamics of a gypsy moth defoliation outbreak and dependence on habitat characteristics
    • Foster JR, Townsend PA, Mladenoff DJ (2013) Spatial dynamics of a gypsy moth defoliation outbreak and dependence on habitat characteristics. Landscape Ecol 28:1307–1320
    • (2013) Landscape Ecol , vol.28 , pp. 1307-1320
    • Foster, J.R.1    Townsend, P.A.2    Mladenoff, D.J.3
  • 19
    • 33746899352 scopus 로고    scopus 로고
    • Outbreak patterns of the spruce budworm and their impacts in Canada
    • Gray DR, MacKinnon WE (2006) Outbreak patterns of the spruce budworm and their impacts in Canada. For Chronicle 82:550–561
    • (2006) For Chronicle , vol.82 , pp. 550-561
    • Gray, D.R.1    MacKinnon, W.E.2
  • 20
    • 79952700240 scopus 로고    scopus 로고
    • Multimodel inference in ecology and evolution: challenges and solutions
    • COI: 1:STN:280:DC%2BC3M3msVeksQ%3D%3D, PID: 21272107
    • Grueber CE, Nakagawa S, Laws RJ, Jamieson IG (2011) Multimodel inference in ecology and evolution: challenges and solutions. J Evol Biol 24:699–711
    • (2011) J Evol Biol , vol.24 , pp. 699-711
    • Grueber, C.E.1    Nakagawa, S.2    Laws, R.J.3    Jamieson, I.G.4
  • 21
    • 0027525754 scopus 로고
    • Stand response to western spruce budworm and Douglas-fir bark beetle outbreaks, Colorado Front Range
    • Hadley KS, Veblen TT (1993) Stand response to western spruce budworm and Douglas-fir bark beetle outbreaks, Colorado Front Range. Can J For Res 23:479–491
    • (1993) Can J For Res , vol.23 , pp. 479-491
    • Hadley, K.S.1    Veblen, T.T.2
  • 22
    • 39849091131 scopus 로고    scopus 로고
    • Spruce weevil and western spruce budworm forest health stand establishment decision aids
    • Heppner D, Turner J (2006) Spruce weevil and western spruce budworm forest health stand establishment decision aids. J Ecosyst Manag 7:45–49
    • (2006) J Ecosyst Manag , vol.7 , pp. 45-49
    • Heppner, D.1    Turner, J.2
  • 24
    • 0004147140 scopus 로고
    • Interior Douglas-fir Zone
    • Meidinger D, Pojar J, (eds), British Columbia Ministry of Forests. Victoria, British Columbia, Canada
    • Hope GD, Mitchell WR, Lloyd DA, Erickson WR, Harper WL, Wikeen BM (1991) Interior Douglas-fir Zone. In: Meidinger D, Pojar J (eds) Ecosystems of British Columbia. British Columbia Ministry of Forests. Victoria, British Columbia, Canada, pp 153–166
    • (1991) Ecosystems of British Columbia , pp. 153-166
    • Hope, G.D.1    Mitchell, W.R.2    Lloyd, D.A.3    Erickson, W.R.4    Harper, W.L.5    Wikeen, B.M.6
  • 26
    • 4544259831 scopus 로고    scopus 로고
    • Logistic regression in rare events data
    • King G, Zeng L (2001) Logistic regression in rare events data. Polit Anal 9:137–163
    • (2001) Polit Anal , vol.9 , pp. 137-163
    • King, G.1    Zeng, L.2
  • 27
    • 40349089634 scopus 로고    scopus 로고
    • Risk of natural disturbances makes future contribution of Canada’s forests to the global carbon cycle highly uncertain
    • COI: 1:CAS:528:DC%2BD1cXhvFCitLs%3D, PID: 18230736
    • Kurz WA, Stinson G, Rampley GJ, Dymond CC, Neilson ET (2008) Risk of natural disturbances makes future contribution of Canada’s forests to the global carbon cycle highly uncertain. Proc Natl Acad Sci USA 105:1551–1555
    • (2008) Proc Natl Acad Sci USA , vol.105 , pp. 1551-1555
    • Kurz, W.A.1    Stinson, G.2    Rampley, G.J.3    Dymond, C.C.4    Neilson, E.T.5
  • 28
    • 0028892463 scopus 로고
    • Forest inventory in Canada with emphasis on map production
    • Leckie DG, Gillis MD (1995) Forest inventory in Canada with emphasis on map production. For Chronicle 71:74–88
    • (1995) For Chronicle , vol.71 , pp. 74-88
    • Leckie, D.G.1    Gillis, M.D.2
  • 29
    • 33845360384 scopus 로고    scopus 로고
    • Model weights and the foundations of multimodel inference
    • PID: 17089670
    • Link WA, Barker RJ (2006) Model weights and the foundations of multimodel inference. Ecology 87:2626–2635
    • (2006) Ecology , vol.87 , pp. 2626-2635
    • Link, W.A.1    Barker, R.J.2
  • 30
    • 63049104745 scopus 로고    scopus 로고
    • Emulating natural disturbance regimes as a basis for forest management: a North American view
    • Long JN (2009) Emulating natural disturbance regimes as a basis for forest management: a North American view. For Ecol Manag 257:1868–1873
    • (2009) For Ecol Manag , vol.257 , pp. 1868-1873
    • Long, J.N.1
  • 31
    • 33645856764 scopus 로고    scopus 로고
    • Analysis of historic western spruce budworm defoliation in south central British Columbia
    • Maclauchlan LE, Brooks JE, Hodge JC (2006) Analysis of historic western spruce budworm defoliation in south central British Columbia. For Ecol Manag 226:351–356
    • (2006) For Ecol Manag , vol.226 , pp. 351-356
    • Maclauchlan, L.E.1    Brooks, J.E.2    Hodge, J.C.3
  • 32
    • 0001064843 scopus 로고
    • Vulnerability of fir/spruce stands during uncontrolled spruce budworm outbreaks: a review and discussion
    • MacLean DA (1980) Vulnerability of fir/spruce stands during uncontrolled spruce budworm outbreaks: a review and discussion. For Chronicle 56(213):221
    • (1980) For Chronicle , vol.56 , Issue.213 , pp. 221
    • MacLean, D.A.1
  • 34
    • 84930214097 scopus 로고    scopus 로고
    • Spatiotemporal dynamics of recent mountain pine beetle and western spruce budworm outbreaks across the Pacific Northwest Region, USA
    • Meigs GW, Kennedy RE, Gray AN, Gregory MJ (2015) Spatiotemporal dynamics of recent mountain pine beetle and western spruce budworm outbreaks across the Pacific Northwest Region, USA. For Ecol Manag 339:71–86
    • (2015) For Ecol Manag , vol.339 , pp. 71-86
    • Meigs, G.W.1    Kennedy, R.E.2    Gray, A.N.3    Gregory, M.J.4
  • 35
    • 84952636629 scopus 로고    scopus 로고
    • A forest vulnerability index based on drought and high temperatures
    • Mildrexler D, Yang Z, Cohen WB, Bell DM (2016) A forest vulnerability index based on drought and high temperatures. Remote Sens Environ 173:314–325
    • (2016) Remote Sens Environ , vol.173 , pp. 314-325
    • Mildrexler, D.1    Yang, Z.2    Cohen, W.B.3    Bell, D.M.4
  • 36
    • 39349090781 scopus 로고    scopus 로고
    • Climate change and forests of the future: managing in the face of uncertainty
    • PID: 18213958
    • Millar CI, Stephenson NL, Stephens SL (2007) Climate change and forests of the future: managing in the face of uncertainty. Ecol Appl 17:2145–2151
    • (2007) Ecol Appl , vol.17 , pp. 2145-2151
    • Millar, C.I.1    Stephenson, N.L.2    Stephens, S.L.3
  • 38
    • 84873554456 scopus 로고    scopus 로고
    • A general and simple method for obtaining R2 from generalized linear mixed-effects models
    • Nakagawa S, Schielzeth H, O’Hara RB (2013) A general and simple method for obtaining R2 from generalized linear mixed-effects models. Methods Ecol Evol 4:133–142
    • (2013) Methods Ecol Evol , vol.4 , pp. 133-142
    • Nakagawa, S.1    Schielzeth, H.2    O’Hara, R.B.3
  • 39
    • 84943393177 scopus 로고    scopus 로고
    • Spruce budworms, Choristoneura Lederer (Lepidoptera: Tortricidae)
    • Capinera J, (ed), Springer, New York
    • Nealis V (2008) Spruce budworms, Choristoneura Lederer (Lepidoptera: Tortricidae). In: Capinera J (ed) Encyclopedia of entomology. Springer, New York, pp 3524–3531
    • (2008) Encyclopedia of entomology , pp. 3524-3531
    • Nealis, V.1
  • 40
    • 85027957856 scopus 로고    scopus 로고
    • The phenological window for western spruce budworm: seasonal decline in resource quality
    • Nealis VG (2012) The phenological window for western spruce budworm: seasonal decline in resource quality. Agric For Entomol 14:340–347
    • (2012) Agric For Entomol , vol.14 , pp. 340-347
    • Nealis, V.G.1
  • 41
    • 65349178951 scopus 로고    scopus 로고
    • Balancing risks of disturbance from mountain pine beetle and western spruce budworm
    • Nealis VG, Noseworthy MK, Turnquist R, Waring VR (2009) Balancing risks of disturbance from mountain pine beetle and western spruce budworm. Can J For Res 39:839–848
    • (2009) Can J For Res , vol.39 , pp. 839-848
    • Nealis, V.G.1    Noseworthy, M.K.2    Turnquist, R.3    Waring, V.R.4
  • 42
    • 65249176859 scopus 로고    scopus 로고
    • Risk of dispersal in western spruce budworm
    • Nealis VG, Régnière J (2009) Risk of dispersal in western spruce budworm. Agric For Entomol 11:213–223
    • (2009) Agric For Entomol , vol.11 , pp. 213-223
    • Nealis, V.G.1    Régnière, J.2
  • 43
    • 84900443858 scopus 로고    scopus 로고
    • An individual-based phenology model for western spruce budworm (Lepidoptera: Tortricidae)
    • Nealis VG, Regniere J (2014) An individual-based phenology model for western spruce budworm (Lepidoptera: Tortricidae). Can Entomol 146:306–320
    • (2014) Can Entomol , vol.146 , pp. 306-320
    • Nealis, V.G.1    Regniere, J.2
  • 44
    • 84907095419 scopus 로고    scopus 로고
    • R: A Language and Environment for Statistical Computing
    • R Core Team (2014) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing. https://www.r-project.org/. Accessed 11 Nov 2016
    • (2014) R Foundation for Statistical Computing
    • Core Team, R.1
  • 45
    • 0033771781 scopus 로고    scopus 로고
    • The changing relation of landscape patterns and jack pine budworm populations during an outbreak
    • Radeloff VC, Mladenoff DJ, Boyce MS (2000) The changing relation of landscape patterns and jack pine budworm populations during an outbreak. Oikos 90:417–430
    • (2000) Oikos , vol.90 , pp. 417-430
    • Radeloff, V.C.1    Mladenoff, D.J.2    Boyce, M.S.3
  • 46
    • 45849137124 scopus 로고    scopus 로고
    • Cross-scale drivers of natural disturbances prone to anthropogenic amplification: the dynamics of bark beetle eruptions
    • Raffa KF, Aukema BH, Bentz BJ, Carroll AL, Hicke JA, Turner MG, Romme WH (2008) Cross-scale drivers of natural disturbances prone to anthropogenic amplification: the dynamics of bark beetle eruptions. BioScience 58:501
    • (2008) BioScience , vol.58 , pp. 501
    • Raffa, K.F.1    Aukema, B.H.2    Bentz, B.J.3    Carroll, A.L.4    Hicke, J.A.5    Turner, M.G.6    Romme, W.H.7
  • 47
    • 84857551241 scopus 로고    scopus 로고
    • Effects of forest management legacies on spruce budworm (Choristoneura fumiferana) outbreaks
    • Robert L-E, Kneeshaw D, Sturtevant BR (2012) Effects of forest management legacies on spruce budworm (Choristoneura fumiferana) outbreaks. Can J For Res 42:463–475
    • (2012) Can J For Res , vol.42 , pp. 463-475
    • Robert, L.-E.1    Kneeshaw, D.2    Sturtevant, B.R.3
  • 49
    • 84958938895 scopus 로고    scopus 로고
    • Small beetle, large-scale drivers: how regional and landscape factors affect outbreaks of the European spruce bark beetle
    • PID: 27041769
    • Seidl R, Muller J, Hothorn T, Bassler C, Heurich M, Kautz M (2015) Small beetle, large-scale drivers: how regional and landscape factors affect outbreaks of the European spruce bark beetle. J Appl Ecol 53:530–540
    • (2015) J Appl Ecol , vol.53 , pp. 530-540
    • Seidl, R.1    Muller, J.2    Hothorn, T.3    Bassler, C.4    Heurich, M.5    Kautz, M.6
  • 50
    • 84943391616 scopus 로고    scopus 로고
    • Characterizing spectral–temporal patterns of defoliator and bark beetle disturbances using Landsat time series
    • Senf C, Pflugmacher D, Wulder MA, Hostert P (2015) Characterizing spectral–temporal patterns of defoliator and bark beetle disturbances using Landsat time series. Remote Sens Environ 170:166–177
    • (2015) Remote Sens Environ , vol.170 , pp. 166-177
    • Senf, C.1    Pflugmacher, D.2    Wulder, M.A.3    Hostert, P.4
  • 51
    • 84986211920 scopus 로고    scopus 로고
    • Using Landsat to assess the relationship between spatiotemporal patterns of western. Can J Remote Sens
    • Senf C, Wulder MA, Campbell EM, Hostert P (2016) Using Landsat to assess the relationship between spatiotemporal patterns of western. Can J Remote Sens. doi: 10.1080/07038992.2016.1220828. Accessed 11 Nov 2016
    • (2016) doi: 10.1080/07038992.2016.1220828
    • Senf, C.1    Wulder, M.A.2    Campbell, E.M.3    Hostert, P.4
  • 52
    • 0028161973 scopus 로고
    • Management strategies for forest insect defoliators in British Columbia
    • Shepherd RF (1994) Management strategies for forest insect defoliators in British Columbia. For Ecol Manag 68:303–324
    • (1994) For Ecol Manag , vol.68 , pp. 303-324
    • Shepherd, R.F.1
  • 53
    • 84859424935 scopus 로고    scopus 로고
    • What explains landscape patterns of tree mortality caused by bark beetle outbreaks in Greater Yellowstone?
    • Simard M, Powell EN, Raffa KF, Turner MG (2012) What explains landscape patterns of tree mortality caused by bark beetle outbreaks in Greater Yellowstone? Glob Ecol Biogeogr 21:556–567
    • (2012) Glob Ecol Biogeogr , vol.21 , pp. 556-567
    • Simard, M.1    Powell, E.N.2    Raffa, K.F.3    Turner, M.G.4
  • 54
    • 4544244061 scopus 로고    scopus 로고
    • Modeling biological disturbances in LANDIS: a module description and demonstration using spruce budworm
    • Sturtevant BR, Gustafson EJ, Li W, He HS (2004) Modeling biological disturbances in LANDIS: a module description and demonstration using spruce budworm. Ecol Model 180:153–174
    • (2004) Ecol Model , vol.180 , pp. 153-174
    • Sturtevant, B.R.1    Gustafson, E.J.2    Li, W.3    He, H.S.4
  • 55
    • 84944241792 scopus 로고    scopus 로고
    • Modeling insect disturbance across forested landscapes: insights from the spruce budworm
    • Perera AH, Sturtevant BR, Buse LJ, (eds), Springer, New York
    • Sturtevant B, Cooke B, Kneeshaw D, MacLean D (2015) Modeling insect disturbance across forested landscapes: insights from the spruce budworm. In: Perera AH, Sturtevant BR, Buse LJ (eds) Simulation modeling of forest landscape disturbances. Springer, New York, pp 93–134
    • (2015) Simulation modeling of forest landscape disturbances , pp. 93-134
    • Sturtevant, B.1    Cooke, B.2    Kneeshaw, D.3    MacLean, D.4
  • 56
    • 0027332469 scopus 로고
    • Multicentury, regional-scale patterns of western spruce budworm outbreaks
    • Swetnam TW, Lynch AM (1993) Multicentury, regional-scale patterns of western spruce budworm outbreaks. Ecol Monogr 63:399–424
    • (1993) Ecol Monogr , vol.63 , pp. 399-424
    • Swetnam, T.W.1    Lynch, A.M.2
  • 58
    • 77957740234 scopus 로고    scopus 로고
    • Disturbances and landscape dynamics in a changing world
    • PID: 21058545
    • Turner MG (2010) Disturbances and landscape dynamics in a changing world. Ecology 91:2833–2849
    • (2010) Ecology , vol.91 , pp. 2833-2849
    • Turner, M.G.1
  • 60
    • 34547768063 scopus 로고    scopus 로고
    • Spruce budworm (Choristoneura spp.) biotype reactions to forest and climate characteristics
    • Volney WJA, Fleming RA (2007) Spruce budworm (Choristoneura spp.) biotype reactions to forest and climate characteristics. Glob Chang Biol 13:1630–1643
    • (2007) Glob Chang Biol , vol.13 , pp. 1630-1643
    • Volney, W.J.A.1    Fleming, R.A.2
  • 62
    • 2942563890 scopus 로고    scopus 로고
    • High spatial resolution remotely sensed data for ecosystem characterization
    • Wulder MA, Hall RJ, Coops NC, Franklin SE (2004) High spatial resolution remotely sensed data for ecosystem characterization. BioScience 54:511–521
    • (2004) BioScience , vol.54 , pp. 511-521
    • Wulder, M.A.1    Hall, R.J.2    Coops, N.C.3    Franklin, S.E.4
  • 63
    • 29744439952 scopus 로고    scopus 로고
    • Surveying mountain pine beetle damage of forests: a review of remote sensing opportunities
    • Wulder MA, Dymond CC, White JC, Leckie DG, Carroll AL (2006) Surveying mountain pine beetle damage of forests: a review of remote sensing opportunities. For Ecol Manag 221:27–41
    • (2006) For Ecol Manag , 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
  • 64
    • 77951779479 scopus 로고    scopus 로고
    • Aerial overview survey of the mountain pine beetle epidemic in British Columbia: communication of impacts
    • Wulder MA, White JC, Grills D, Nelson T, Coops NC, Ebata T (2009) Aerial overview survey of the mountain pine beetle epidemic in British Columbia: communication of impacts. J Ecosyst Manag 10:45–58
    • (2009) J Ecosyst Manag , vol.10 , pp. 45-58
    • Wulder, M.A.1    White, J.C.2    Grills, D.3    Nelson, T.4    Coops, N.C.5    Ebata, T.6
  • 65
    • 33748314681 scopus 로고    scopus 로고
    • Object-oriented computation of sandwich estimators
    • Zeileis A (2006) Object-oriented computation of sandwich estimators. J Stat Softw 16:1–16
    • (2006) J Stat Softw , vol.16 , pp. 1-16
    • Zeileis, A.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.