메뉴 건너뛰기




Volumn 90, Issue 4, 2017, Pages 496-514

Multi-model estimation of understorey shrub, herb and moss cover in temperate forest stands by laser scanner data

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; DATA PROCESSING; DATA SET; ESTIMATION METHOD; FOREST COVER; HABITAT TYPE; HERB; LASER METHOD; LIDAR; MOSS; NUMERICAL METHOD; NUMERICAL MODEL; REGENERATION; REGRESSION ANALYSIS; REMOTE SENSING; SHRUB; SPECIES RICHNESS; STATISTICAL ANALYSIS; TEMPERATE FOREST; UNDERSTORY;

EID: 85037168538     PISSN: 0015752X     EISSN: 14643626     Source Type: Journal    
DOI: 10.1093/forestry/cpw066     Document Type: Article
Times cited : (15)

References (55)
  • 1
    • 84938066627 scopus 로고    scopus 로고
    • Beware of R2: Simple, unambiguous assessment of the prediction accuracy of QSAR and QSPR models
    • Alexander, D.L.J., Tropsha, A. and Winkler, D.A. 2015 Beware of R2: Simple, unambiguous assessment of the prediction accuracy of QSAR and QSPR models. J. Chem. Inf. Model. 55 (7), 1316-1322.
    • (2015) J. Chem. Inf. Model. , vol.55 , Issue.7 , pp. 1316-1322
    • Alexander, D.L.J.1    Tropsha, A.2    Winkler, D.A.3
  • 2
    • 2442695245 scopus 로고    scopus 로고
    • What you see may not be what you get: A brief, nonthechnical introduction to overfitting in regression-type models
    • Babyak, M.A. 2004 What you see may not be what you get: A brief, nonthechnical introduction to overfitting in regression-type models. Psychosom. Med. 66, 411-42.
    • (2004) Psychosom. Med. , vol.66 , pp. 411-412
    • Babyak, M.A.1
  • 3
    • 84875806462 scopus 로고    scopus 로고
    • Interactions between overstorey and understorey vegetation along an overstorey compositional gradient
    • Bartels, S.F. and Chen, H.Y. 2013 Interactions between overstorey and understorey vegetation along an overstorey compositional gradient. J. Veg. Sci. 24 (3), 543-552.
    • (2013) J. Veg. Sci. , vol.24 , Issue.3 , pp. 543-552
    • Bartels, S.F.1    Chen, H.Y.2
  • 5
    • 84860701629 scopus 로고    scopus 로고
    • Analysis of a random forests model
    • Biau, G. 2012 Analysis of a random forests model. J. Machine Learn. Res. 13, 1063-1095.
    • (2012) J. Machine Learn. Res. , vol.13 , pp. 1063-1095
    • Biau, G.1
  • 6
    • 33947318389 scopus 로고    scopus 로고
    • Estimation of stand-level leaf area for boreal bryophytes
    • Bond-Lamberty, B. and Gower, S.T. 2007 Estimation of stand-level leaf area for boreal bryophytes. Oecologia 151, 581-592.
    • (2007) Oecologia , vol.151 , pp. 581-592
    • Bond-Lamberty, B.1    Gower, S.T.2
  • 8
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. 2001 Random forests. Mach. Learn. 45, 5-32.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 12
    • 67349253409 scopus 로고    scopus 로고
    • On the distribution of plant abundance data
    • Damgaard, C. 2009 On the distribution of plant abundance data. Ecol. Inform. 4, 76-82.
    • (2009) Ecol. Inform. , vol.4 , pp. 76-82
    • Damgaard, C.1
  • 13
    • 84863560490 scopus 로고    scopus 로고
    • Estimating riparian understorey vegetation cover with beta regression and copula models
    • Eskelson, B.N.I., Madsen, L., Hagar, J.C. and Temesgen, H. 2011 Estimating riparian understorey vegetation cover with beta regression and copula models. For. Sci. 57 (3), 212-221.
    • (2011) For. Sci. , vol.57 , Issue.3 , pp. 212-221
    • Eskelson, B.N.I.1    Madsen, L.2    Hagar, J.C.3    Temesgen, H.4
  • 14
    • 0034095613 scopus 로고    scopus 로고
    • The influence of coniferous canopies on understorey vegetation and soil in mountain forests of the northern Calcareous Alps
    • Ewald, J. 2000 The influence of coniferous canopies on understorey vegetation and soil in mountain forests of the northern Calcareous Alps. Appl. Veg. Sci. 3, 123-134.
    • (2000) Appl. Veg. Sci. , vol.3 , pp. 123-134
    • Ewald, J.1
  • 15
    • 84907276447 scopus 로고    scopus 로고
    • Estimating the distribution of forage mass for ungulates from vegetation plots in Bavarian Forest National Park
    • Ewald, J., Braun, L., Zeppenfeld, T., Jehl, H. and Heurich, M. 2014 Estimating the distribution of forage mass for ungulates from vegetation plots in Bavarian Forest National Park. Tuexenia 34, 53-70.
    • (2014) Tuexenia , vol.34 , pp. 53-70
    • Ewald, J.1    Braun, L.2    Zeppenfeld, T.3    Jehl, H.4    Heurich, M.5
  • 16
    • 63949084440 scopus 로고    scopus 로고
    • Characterizing forest succession with LiDAR data: An evaluation for the inland Northwest USA
    • Falkowski, M.J., Evans, J.S., Martinuzzi, S., Gessler, P.E. and Hudak, A. T. 2009 Characterizing forest succession with LiDAR data: An evaluation for the inland Northwest USA. Remote Sens. Environ. 113, 946-956.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 946-956
    • Falkowski, M.J.1    Evans, J.S.2    Martinuzzi, S.3    Gessler, P.E.4    Hudak, A.T.5
  • 17
    • 84908097106 scopus 로고    scopus 로고
    • Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass
    • Fassnacht, F.E., Hartig, F., Latifi, H., Berger, C., Hernández, J., Corvalán, P., et al 2014 Importance of sample size, data type and prediction method for remote sensing-based estimations of aboveground forest biomass. Remote Sens. Environ. 154, 102-114.
    • (2014) Remote Sens. Environ. , vol.154 , pp. 102-114
    • Fassnacht, F.E.1    Hartig, F.2    Latifi, H.3    Berger, C.4    Hernández, J.5    Corvalán, P.6
  • 18
    • 4444357184 scopus 로고    scopus 로고
    • Beta regression for modelling rates and proportions
    • Ferrari, S. and Cribari-Neto, F. 2004 Beta regression for modelling rates and proportions. J. Appl. Stat. 31 (7), 799-815.
    • (2004) J. Appl. Stat. , vol.31 , Issue.7 , pp. 799-815
    • Ferrari, S.1    Cribari-Neto, F.2
  • 19
    • 84905193193 scopus 로고    scopus 로고
    • The role of forest stand structure as biodiversity indicator
    • Gao, T., Hedblom, M., Emilsson, T and Nielsen, A.B. 2014 The role of forest stand structure as biodiversity indicator. For. Ecol. Manag. 330, 82-93.
    • (2014) For. Ecol. Manag. , vol.330 , pp. 82-93
    • Gao, T.1    Hedblom, M.2    Emilsson, T.3    Nielsen, A.B.4
  • 20
    • 84977917322 scopus 로고    scopus 로고
    • Grassland and forest understorey vegetation monitoring: An introduction to field methods
    • Gayton, D. 2013 Grassland and forest understorey vegetation monitoring: An introduction to field methods. J. Ecosyst. Manag. 14 (3), 1-9.
    • (2013) J. Ecosyst. Manag. , vol.14 , Issue.3 , pp. 1-9
    • Gayton, D.1
  • 21
    • 84859606556 scopus 로고    scopus 로고
    • Estimation of stand variables in Pinus radiata D. Don plantations using different LiDAR pulse densities
    • González-Ferreiro, E., Diéguez-Aranda, U. and Miranda, D. 2012 Estimation of stand variables in Pinus radiata D. Don plantations using different LiDAR pulse densities. Forestry 85 (2), 281-292.
    • (2012) Forestry , vol.85 , Issue.2 , pp. 281-292
    • González-Ferreiro, E.1    Diéguez-Aranda, U.2    Miranda, D.3
  • 22
    • 84919372315 scopus 로고    scopus 로고
    • Effects of reduced terrestrial LiDAR point density on high-resolution grain crop surface models in precision agriculture
    • Hämmerle, M. and Höfle, B. 2014 Effects of reduced terrestrial LiDAR point density on high-resolution grain crop surface models in precision agriculture. Sensors 2014 (14), 24212-24230.
    • (2014) Sensors , vol.2014 , Issue.14 , pp. 24212-24230
    • Hämmerle, M.1    Höfle, B.2
  • 24
  • 25
    • 61349139306 scopus 로고    scopus 로고
    • Mapping the understorey of deciduous woodland from leaf-on and leaf-off airborne LiDAR data: A case study in lowland Britain
    • Hill, R.A. and Broughton, R.K. 2009 Mapping the understorey of deciduous woodland from leaf-on and leaf-off airborne LiDAR data: A case study in lowland Britain. ISPRS J. Photogram. Remote Sens. 64, 223-233.
    • (2009) ISPRS J. Photogram. Remote Sens. , vol.64 , pp. 223-233
    • Hill, R.A.1    Broughton, R.K.2
  • 26
    • 84930539717 scopus 로고    scopus 로고
    • Decline in bryophyte diversity in predominant types of central European managed forests
    • Hofmeister, J., Hošek, J., Holá, E. and Novozámská, E. 2015 Decline in bryophyte diversity in predominant types of central European managed forests. Biodiv. Conserv. 24 (6), 1391-1402.
    • (2015) Biodiv. Conserv. , vol.24 , Issue.6 , pp. 1391-1402
    • Hofmeister, J.1    Hošek, J.2    Holá, E.3    Novozámská, E.4
  • 27
    • 70349119250 scopus 로고
    • Regression and time series model selection in small samples
    • Hurvich, C.M. and Tsai, C.L. 1989 Regression and time series model selection in small samples. Biometrika 76, 297-307.
    • (1989) Biometrika , vol.76 , pp. 297-307
    • Hurvich, C.M.1    Tsai, C.L.2
  • 28
    • 1242296549 scopus 로고    scopus 로고
    • Model selection in ecology and evolution
    • Johnson, J.B. and Omland, K.S. 2004 Model selection in ecology and evolution. Trends Ecol. Evol. 19, 101-108.
    • (2004) Trends Ecol. Evol. , vol.19 , pp. 101-108
    • Johnson, J.B.1    Omland, K.S.2
  • 30
    • 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 and Maltamo, M. 2011 Airborne discrete return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index. Remote Sens. Environ. 115 (4), 1065-1080.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.4 , pp. 1065-1080
    • Korhonen, L.1    Korpela, I.2    Heiskanen, J.3    Maltamo, M.4
  • 31
    • 84941659969 scopus 로고    scopus 로고
    • Tropical forest canopy cover estimation using satellite imagery and airborne lidar reference data
    • Korhonen, L., Ali-Sisto, D. and Tokola, T. 2015 Tropical forest canopy cover estimation using satellite imagery and airborne lidar reference data. Silva Fenn 49 (5), 1-18.
    • (2015) Silva Fenn , vol.49 , Issue.5 , pp. 1-18
    • Korhonen, L.1    Ali-Sisto, D.2    Tokola, T.3
  • 32
    • 84960349777 scopus 로고    scopus 로고
    • Estimating over- and understorey density of temperate mixed stands by airborne LiDAR data
    • Latifi, H., Heurich, M., Hartig, F., Müller, J., Krzystek, P., Jehl, H., et al 2016 Estimating over- and understorey density of temperate mixed stands by airborne LiDAR data. Forestry 89, 69-81.
    • (2016) Forestry , vol.89 , pp. 69-81
    • Latifi, H.1    Heurich, M.2    Hartig, F.3    Müller, J.4    Krzystek, P.5    Jehl, H.6
  • 33
    • 0036097502 scopus 로고    scopus 로고
    • Influence of forest composition on understorey cover in boreal mixedwood forests of western Quebec
    • Légaré, S., Bergeron, Y. and Paré, D. 2002 Influence of forest composition on understorey cover in boreal mixedwood forests of western Quebec. Silva Fenn. 36 (1), 353-366.
    • (2002) Silva Fenn. , vol.36 , Issue.1 , pp. 353-366
    • Légaré, S.1    Bergeron, Y.2    Paré, D.3
  • 35
    • 84872386141 scopus 로고    scopus 로고
    • Bias of random forest out-of-bag (OOB) error for certain input parameters
    • Mitchell, M. 2011 Bias of random forest out-of-bag (OOB) error for certain input parameters. Open J. Stat. 1, 205-211.
    • (2011) Open J. Stat. , vol.1 , pp. 205-211
    • Mitchell, M.1
  • 36
    • 84979537499 scopus 로고    scopus 로고
    • Detecting multilayered forest stands using high density airborne LiDAR data
    • Mund, J.P., Wilke, R., Körner, M. and Schultz, A. 2015 Detecting multilayered forest stands using high density airborne LiDAR data. J. Geogr. Inf. Sci. 2015 (1), 178-188.
    • (2015) J. Geogr. Inf. Sci. , vol.2015 , Issue.1 , pp. 178-188
    • Mund, J.P.1    Wilke, R.2    Körner, M.3    Schultz, A.4
  • 37
    • 67649963208 scopus 로고    scopus 로고
    • Using airborne laser scanning to model potential abundance and assemblages of forest passerines
    • Müller, J., Moning, C., Bässler, C., Heurich, M. and Brandl, R. 2009 Using airborne laser scanning to model potential abundance and assemblages of forest passerines. Basic Appl. Ecol. 10, 671-681.
    • (2009) Basic Appl. Ecol. , vol.10 , pp. 671-681
    • Müller, J.1    Moning, C.2    Bässler, C.3    Heurich, M.4    Brandl, R.5
  • 38
    • 2342590151 scopus 로고    scopus 로고
    • Practical large-scale forest stand inventory using a small-footprint airborne scanning laser
    • Næsset, E. 2004 Practical large-scale forest stand inventory using a small-footprint airborne scanning laser. Scand. J. For. Res. 19, 164-179.
    • (2004) Scand. J. For. Res. , vol.19 , pp. 164-179
    • Næsset, E.1
  • 39
    • 77956887506 scopus 로고
    • A note on a general definition of the coefficient of determination
    • Nagelkerke, N.J. 1991 A note on a general definition of the coefficient of determination. Biometrika 78 (3), 691-692.
    • (1991) Biometrika , vol.78 , Issue.3 , pp. 691-692
    • Nagelkerke, N.J.1
  • 40
    • 70350639541 scopus 로고    scopus 로고
    • Inflated beta distributions
    • Ospina, R. and Ferrari, S.L.P. 2010 Inflated beta distributions. Stat. Pap. 51 (1), 111-126.
    • (2010) Stat. Pap. , vol.51 , Issue.1 , pp. 111-126
    • Ospina, R.1    Ferrari, S.L.P.2
  • 41
    • 64749095995 scopus 로고    scopus 로고
    • Forest canopy cover and canopy closure: Comparison of assessment techniques
    • Paletto, A. and Tosi, V. 2009 Forest canopy cover and canopy closure: Comparison of assessment techniques. Eur. J. For. Res. 128, 265-272.
    • (2009) Eur. J. For. Res. , vol.128 , pp. 265-272
    • Paletto, A.1    Tosi, V.2
  • 42
    • 64549135757 scopus 로고    scopus 로고
    • Bryophyte cover estimation in a boreal black spruce forest using airborne lidar and multispectral sensors
    • Peckham, S.D., Ahl, D.E. and Gower, S.T. 2009 Bryophyte cover estimation in a boreal black spruce forest using airborne lidar and multispectral sensors. Remote Sens. Environ. 113 (6), 1127-1132.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.6 , pp. 1127-1132
    • Peckham, S.D.1    Ahl, D.E.2    Gower, S.T.3
  • 43
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
    • Prasad, A.M., Iverson, L.R. and Liaw, A. 2006 Newer classification and regression tree techniques: Bagging and random forests for ecological prediction. Ecosystems 9 (2), 181-199.
    • (2006) Ecosystems , vol.9 , Issue.2 , pp. 181-199
    • Prasad, A.M.1    Iverson, L.R.2    Liaw, A.3
  • 45
    • 84902474988 scopus 로고    scopus 로고
    • Analysis of the influence of plot size and LiDAR density on forest structure attribute estimates
    • Ruiz, L.A., Hermosilla, T., Mauro, F. and Godino, M. 2014 Analysis of the influence of plot size and LiDAR density on forest structure attribute estimates. Forestry 2014 (5), 936-951.
    • (2014) Forestry , vol.2014 , Issue.5 , pp. 936-951
    • Ruiz, L.A.1    Hermosilla, T.2    Mauro, F.3    Godino, M.4
  • 46
    • 84959150121 scopus 로고    scopus 로고
    • Das Standardwerk der Forstbotanik. Nikol Verlagsgesellschaft mbH & Co. KG, (In German)
    • Schütt, P., Schuck, H.J. and Stimm, B. 2007 Lexikon der Baum-und Straucharten. Das Standardwerk der Forstbotanik. Nikol Verlagsgesellschaft mbH & Co. KG, 581. (In German).
    • (2007) Lexikon der Baum-und Straucharten , pp. 581
    • Schütt, P.1    Schuck, H.J.2    Stimm, B.3
  • 47
    • 84887078017 scopus 로고    scopus 로고
    • Logistic regression is a better method of analysis than Linear regression of arcsine square root transformed proportional diapause data of pieris melete (Lepidoptera: Pieridae)
    • Shi, P.J., Sand., H.S. and Xiao, H.J. 2013 Logistic regression is a better method of analysis than Linear regression of arcsine square root transformed proportional diapause data of pieris melete (Lepidoptera: Pieridae). Fla. Entomol. 96 (3), 1183-1185.
    • (2013) Fla. Entomol. , vol.96 , Issue.3 , pp. 1183-1185
    • Shi, P.J.1    Sand, H.S.2    Xiao, H.J.3
  • 48
    • 40549109271 scopus 로고    scopus 로고
    • Generalized additive models for location scale and shape (GAMLSS) in R
    • Stasinopoulos, D.M. and Rigby, R.A. 2007 Generalized additive models for location scale and shape (GAMLSS) in R. J. Stat. Softw. 23 (7), 1-46.
    • (2007) J. Stat. Softw. , vol.23 , Issue.7 , pp. 1-46
    • Stasinopoulos, D.M.1    Rigby, R.A.2
  • 49
    • 0345548657 scopus 로고    scopus 로고
    • Random forest: A classification and regression tool for compound classification and QSAR modeling
    • Svetnik, V., Liaw, A., Tongm, C., Culberson, J.C., Sheridan, R.P. and Feuston, B.P. 2003 Random forest: A classification and regression tool for compound classification and QSAR modeling. J. Chem. Inf. Comp. Sci. 43 (6), 1947-1958.
    • (2003) J. Chem. Inf. Comp. Sci. , vol.43 , Issue.6 , pp. 1947-1958
    • Svetnik, V.1    Liaw, A.2    Tongm, C.3    Culberson, J.C.4    Sheridan, R.P.5    Feuston, B.P.6
  • 50
    • 84927912818 scopus 로고    scopus 로고
    • A review of the challenges and opportunities in estimating above ground forest biomass using tree-level models
    • Temesgen, H., Affleck, D., Poudel, K., Gray, A. and Sessions, J. 2015 A review of the challenges and opportunities in estimating above ground forest biomass using tree-level models. Scand. J. For. Res.. DOI:10.1080/ 02827581.2015.1012114.
    • (2015) Scand. J. For. Res.
    • Temesgen, H.1    Affleck, D.2    Poudel, K.3    Gray, A.4    Sessions, J.5
  • 51
    • 68049117392 scopus 로고    scopus 로고
    • The effect of light conditions on herbs, bryophytes and seedlings of temperate mixed forests in Orség, Western Hungary
    • Tinya, F., Márialigeti, S., Király, I., Németh, B. and Odor, P. 2009 The effect of light conditions on herbs, bryophytes and seedlings of temperate mixed forests in Orség, Western Hungary. Plant Ecol. 204 (1), 69-81.
    • (2009) Plant Ecol. , vol.204 , Issue.1 , pp. 69-81
    • Tinya, F.1    Márialigeti, S.2    Király, I.3    Németh, B.4    Odor, P.5
  • 52
    • 0034018266 scopus 로고    scopus 로고
    • Zero-inflated proportion data models applied to a biological control assay
    • Vieira, A.M.C., Hinde, J.P. and Demétrio, C.G.B. 2000 Zero-inflated proportion data models applied to a biological control assay. J. Appl. Stat. 27 (3), 373-389.
    • (2000) J. Appl. Stat. , vol.27 , Issue.3 , pp. 373-389
    • Vieira, A.M.C.1    Hinde, J.P.2    Demétrio, C.G.B.3
  • 53
    • 79955546353 scopus 로고    scopus 로고
    • The arcsine is asinine: The analysis of proportions in ecology
    • Warton, D.I. and Hui, K.C. 2011 The arcsine is asinine: The analysis of proportions in ecology. Ecology 92 (1), 3-10.
    • (2011) Ecology , vol.92 , Issue.1 , pp. 3-10
    • Warton, D.I.1    Hui, K.C.2
  • 54
    • 84864071660 scopus 로고    scopus 로고
    • Prediction of understorey vegetation cover with airborne LiDAR in an interior ponderosa pine forest
    • Wing, B.M., Ritchie, M.W., Boston, K., Cohen, W.B., Gitelman, A. and Olsen, M.J. 2012 Prediction of understorey vegetation cover with airborne LiDAR in an interior ponderosa pine forest. Remote Sens. Environ. 124, 730-741.
    • (2012) Remote Sens. Environ. , vol.124 , pp. 730-741
    • Wing, B.M.1    Ritchie, M.W.2    Boston, K.3    Cohen, W.B.4    Gitelman, A.5    Olsen, M.J.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.