{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T16:46:02Z","timestamp":1770482762040,"version":"3.49.0"},"reference-count":124,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2009,11,11]],"date-time":"2009-11-11T00:00:00Z","timestamp":1257897600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Applications of LiDAR remote sensing are exploding, while moving from the research to the operational realm. Increasingly, natural resource managers are recognizing the tremendous utility of LiDAR-derived information to make improved decisions. This review provides a cross-section of studies, many recent, that demonstrate the relevance of LiDAR across a suite of terrestrial natural resource disciplines including forestry, fire and fuels, ecology, wildlife, geology, geomorphology, and surface hydrology. We anticipate that interest in and reliance upon LiDAR for natural resource management, both alone and in concert with other remote sensing data, will continue to rapidly expand for the foreseeable future.<\/jats:p>","DOI":"10.3390\/rs1040934","type":"journal-article","created":{"date-parts":[[2009,11,11]],"date-time":"2009-11-11T10:17:58Z","timestamp":1257934678000},"page":"934-951","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":148,"title":["LiDAR Utility for Natural Resource Managers"],"prefix":"10.3390","volume":"1","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7480-1458","authenticated-orcid":false,"given":"Andrew Thomas","family":"Hudak","sequence":"first","affiliation":[{"name":"Forest Service, U.S. Department of Agriculture, Rocky Mountain Research Station, Forestry Sciences Laboratory, 1221 S. Main St., Moscow, ID 83843, USA"}]},{"given":"Jeffrey Scott","family":"Evans","sequence":"additional","affiliation":[{"name":"The Nature Conservancy, North America Region, 117 E. Mountain Ave., Suite 201, Fort Collins, CO 80524, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0071-9958","authenticated-orcid":false,"given":"Alistair Matthew","family":"Stuart Smith","sequence":"additional","affiliation":[{"name":"University of Idaho, College of Natural Resources, Department of Forest Resources, 975 W 6th St., Moscow, ID 83844-1133, USA"}]}],"member":"1968","published-online":{"date-parts":[[2009,11,11]]},"reference":[{"key":"ref_1","first-page":"44","article-title":"Lidar remote sensing for forestry applications","volume":"98","author":"Dubayah","year":"2000","journal-title":"J. For."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1641\/0006-3568(2002)052[0019:LRSFES]2.0.CO;2","article-title":"Lidar remote sensing for ecosystem studies","volume":"52","author":"Lefsky","year":"2002","journal-title":"Bioscience"},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Reutebuch, S., Andersen, H., and McGaughey, B. (2005). Light detection and ranging (LIDAR): an emerging tool for multiple resource inventory. J. For., 286\u2013292.","DOI":"10.1093\/jof\/103.6.286"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"211","DOI":"10.5558\/tfc82211-2","article-title":"LiDAR\u2014a new tool for forest measurements?","volume":"82","author":"Evans","year":"2006","journal-title":"For. Chron."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"807","DOI":"10.5558\/tfc84807-6","article-title":"The role of LiDAR in sustainable forest management","volume":"84","author":"Wulder","year":"2008","journal-title":"For. Chron."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Hunter, I., and Malcom, L. (1999). Maintaining Biodiversity in Forest Ecosystems, Cambridge University Press.","DOI":"10.1017\/CBO9780511613029"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1007\/s10342-004-0020-z","article-title":"Generalised height-diameter models\u2014an application for major tree species in complex stands of interior British Columbia","volume":"123","author":"Temesgen","year":"2004","journal-title":"Eur. J. Forest Res."},{"key":"ref_8","unstructured":"Spies, T.A., and Franklin, J.F. (1991). Wildlife and Vegetation of Unmanaged Douglas-fir Forest, Pacific Northwest Research Station. USDA Forest Service, General Technical Report PNW-GTR-285."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"370","DOI":"10.2307\/1939541","article-title":"Structural characteristics of old-growth hemlock-hardwood forest in relation to age","volume":"75","author":"Tyrrell","year":"1994","journal-title":"Ecology"},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"2788","DOI":"10.1002\/hyp.6930","article-title":"Modelling longwave radiation to snow beneath forest canopies using hemispherical photography or linear regression","volume":"22","author":"Essery","year":"2008","journal-title":"Hydrolog. Process."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"2326","DOI":"10.1016\/j.rse.2007.10.001","article-title":"Spatially explicit characterization of boreal forest gap dynamics using mulit-temporal lidar data","volume":"112","author":"Vepakomma","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1046\/j.1365-2699.2000.00191.x","article-title":"A comparison of structural characteristics between old-growth and post fire second growth hemlock-hardwood forest in Adirondack Park, New York. USA","volume":"9","author":"Ziegler","year":"2000","journal-title":"Global Ecol. Biogeogr."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"873","DOI":"10.1890\/02-5317","article-title":"Beyond potential vegetation: combining lidar data and a height-structured model for carbon studies","volume":"14","author":"Hurtt","year":"2004","journal-title":"Ecol. Appl."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"368","DOI":"10.1016\/j.rse.2004.07.016","article-title":"Quantifying forest above ground carbon content using lidar remote sensing","volume":"93","author":"Patenaude","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1016\/0034-4257(84)90031-2","article-title":"Determining forest canopy characteristics using airborne laser data","volume":"15","author":"Nelson","year":"1984","journal-title":"Remote Sens. Environ."},{"key":"ref_16","first-page":"31","article-title":"Using airborne lasers to estimate forest canopy and stand characteristics","volume":"86","author":"Nelson","year":"1988","journal-title":"J. For."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"267","DOI":"10.14358\/PERS.69.3.267","article-title":"A portable airborne laser system for forest inventory","volume":"69","author":"Nelson","year":"2003","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"500","DOI":"10.1080\/02827580410019508","article-title":"Measuring biomass and carbon in Delaware using an airborne profiling lidar","volume":"19","author":"Nelson","year":"2004","journal-title":"Scand. J. For. Res."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"649","DOI":"10.1139\/x90-087","article-title":"Canopy gaps in Douglas-fir forests of the Cascade Mountains","volume":"5","author":"Spies","year":"1990","journal-title":"Can. J. For. Res."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1329","DOI":"10.1029\/93WR03055","article-title":"Estimation of effective aerodynamic roughness of Walnut Gulch Watershed with laser altimeter measurements","volume":"30","author":"Menenti","year":"1994","journal-title":"Water Resour. Res."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1016\/j.foreco.2003.09.001","article-title":"The canopy surface and stand development: assessing forest canopy structure and complexity with near-surface altimetry","volume":"189","author":"Parker","year":"2004","journal-title":"For. Ecol. Manage."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/S0924-2716(97)83000-6","article-title":"Determination of mean tree height of forest stands using airborne laser scanner data","volume":"52","year":"1997","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"1016","DOI":"10.1139\/x98-078","article-title":"Derivations of stand heights from airborne laser scanner data with canopy-based quantile estimators","volume":"28","author":"Magnussen","year":"1998","journal-title":"Can. J. For. Res."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"517","DOI":"10.1016\/j.rse.2005.01.004","article-title":"Patterns of covariance between forest stand and canopy structure in the Pacific Northwest","volume":"95","author":"Lefsky","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"18","DOI":"10.2307\/1936462","article-title":"Foliage-height profiles and succession in northern hardwood forest","volume":"60","author":"Abner","year":"1979","journal-title":"Ecology"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"802","DOI":"10.2307\/1933693","article-title":"Foliage profiled by vertical measurements","volume":"50","author":"MacArthur","year":"1969","journal-title":"Ecology"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1016\/S0034-4257(00)00210-8","article-title":"Laser altimeter canopy height profiles: Methods and validation for closed-canopy, broadleaf forests","volume":"76","author":"Harding","year":"2001","journal-title":"Remote Sens. Environ."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1007\/s00468-006-0119-6","article-title":"Estimating canopy structure of Douglas-fir forest stands from discrete-return LIDAR","volume":"21","author":"Coops","year":"2007","journal-title":"Trees Struct. Func."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"339","DOI":"10.1016\/S0034-4257(99)00052-8","article-title":"Lidar remote sensing of the canopy structure and biophysical properties of Douglas-fir western hemlock forests","volume":"70","author":"Lefsky","year":"1999","journal-title":"Remote Sens. Environ."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"298","DOI":"10.1016\/S0034-4257(00)00211-X","article-title":"PAR transmittance in forest canopies determined from airborne lidar altimetry and from in-canopy quantum measurements","volume":"76","author":"Parker","year":"2001","journal-title":"Remote Sens. Environ."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"189","DOI":"10.1080\/01431160802261171","article-title":"Prediction of forest canopy light interception using three-dimensional airborne LiDAR data","volume":"30","author":"Lee","year":"2009","journal-title":"Int. J. Remote Sens."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"275","DOI":"10.1016\/j.rse.2008.09.012","article-title":"Testing LiDAR models of fractional cover across multiple forest ecozones","volume":"113","author":"Hopkinson","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1016\/S0034-4257(98)00071-6","article-title":"Surface lidar remote sensing of basal area and biomass in deciduous forests of eastern Maryland, USA","volume":"67","author":"Lefsky","year":"1999","journal-title":"Remote Sens. Environ."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"393","DOI":"10.1046\/j.1466-822x.2002.00303.x","article-title":"Lidar remote sensing of aboveground biomass in three biomes","volume":"11","author":"Lefsky","year":"2002","journal-title":"Global Ecol. Biogeogr."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1016\/j.rse.2005.01.010","article-title":"Geographic variability in lidar predictions of forest stand structure in the Pacific Northwest","volume":"95","author":"Lefsky","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"558","DOI":"10.1080\/02827580410019490","article-title":"Estimation of above ground forest biomass from airborne discrete return laser scanner data using canopy-based quantile estimators","volume":"19","author":"Lim","year":"2004","journal-title":"Scand. J. For. Res."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"658","DOI":"10.5589\/m03-025","article-title":"Lidar remote sensing of biophysical properties of tolerant northern hardwood forests","volume":"29","author":"Lim","year":"2003","journal-title":"Can. J. Remote Sens."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"164","DOI":"10.1080\/02827580310019257","article-title":"Practical large-scale forest stand inventory using a small-footprint airborne scanning laser","volume":"19","year":"2004","journal-title":"Scand. J. For. Res."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"126","DOI":"10.5589\/m06-007","article-title":"Regression modeling and mapping of coniferous forest basal area and tree density from discrete-return lidar and multispectral satellite data","volume":"32","author":"Hudak","year":"2006","journal-title":"Can. J. Remote Sens."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"827","DOI":"10.5558\/tfc84827-6","article-title":"Predicting forest stand variables from LiDAR data in the Great Lakes\u2014St. Lawrence forest of Ontario","volume":"84","author":"Woods","year":"2008","journal-title":"For. Chron."},{"key":"ref_41","unstructured":"Boyle, T.J.B., and Boontawee, B. (1995). Measuring and Monitoring Biodiversity in Tropical and Temperate Forests, CIFOR."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1016\/j.rse.2008.09.009","article-title":"Lidar remote sensing of forest biomass: a scale-invariant estimation approach using airborne lasers","volume":"133","author":"Zhao","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1046\/j.1442-8903.4.s.4.x","article-title":"Assessing the quality of native vegetation: the \u201chabitat hectares\u201d approach","volume":"4","author":"Parkes","year":"2003","journal-title":"Ecol. Manage. Restor."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"876","DOI":"10.5558\/tfc84876-6","article-title":"Examining the effects of sampling point densities on laser canopy height and density metrics","volume":"84","author":"Lim","year":"2008","journal-title":"For. Chron."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1016\/S0034-4257(03)00139-1","article-title":"Characterizing vertical forest structure using small-footprint airborne lidar","volume":"87","author":"Zimble","year":"2003","journal-title":"Remote Sens. Environ."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"68","DOI":"10.1016\/j.rse.2004.02.008","article-title":"Small-footprint lidar estimation of sub-canopy elevation and tree height in a tropical rain forest landscape","volume":"91","author":"Clark","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"2232","DOI":"10.1016\/j.rse.2007.10.009","article-title":"Nearest neighbor imputation modeling of species-level, plot-scale structural attributes from lidar data","volume":"112","author":"Hudak","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"289","DOI":"10.1016\/j.rse.2008.08.006","article-title":"Corrigendum to Nearest neighbor imputation of species-level, plot-scale forest structure attributes from LiDAR data","volume":"113","author":"Hudak","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","article-title":"Random forests","volume":"45","author":"Breiman","year":"2001","journal-title":"Mach. Learning."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"923","DOI":"10.14358\/PERS.72.8.923","article-title":"Isolating individual trees in a savanna woodland using small footprint lidar data","volume":"72","author":"Chen","year":"2006","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/j.rse.2004.01.006","article-title":"Estimation of timber volume and stem density based on scanning laser altimetry and expected tree size distribution functions","volume":"90","author":"Maltamo","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"351","DOI":"10.14358\/PERS.70.3.351","article-title":"Individual tree-crown delineation and treetop detection in high-spatial-resolution aerial imagery","volume":"70","author":"Wang","year":"2004","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1016\/j.rse.2007.04.018","article-title":"A LiDAR-derived canopy density model for tree stem and crown mapping in Australian forests","volume":"111","author":"Lee","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"415","DOI":"10.1016\/S0034-4257(03)00140-8","article-title":"Identifying species of individual trees using airborne laser scanner","volume":"90","author":"Holmgren","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_55","first-page":"419","article-title":"Estimation of tree height and stem volume on plots using airborne laser scanning","volume":"49","author":"Holmgren","year":"2003","journal-title":"For. Sci."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1148","DOI":"10.1016\/j.rse.2009.02.010","article-title":"Capturing tree crown formation through implicit surface reconstruction using airborne lidar data","volume":"113","author":"Kato","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1016\/j.rse.2004.02.001","article-title":"Automatic detection of harvested trees and determination of forest growth using airborne laser scanning","volume":"90","author":"Yu","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1791","DOI":"10.1139\/x04-055","article-title":"The accuracy of estimating individual tree variables with airborne laser scanning in a boreal nature reserve","volume":"34","author":"Maltamo","year":"2004","journal-title":"Can. J. For. Res."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1016\/S0168-1699(02)00121-7","article-title":"Estimating plot-level tree heights with lidar: local filtering with a canopy-height based variable window size","volume":"37","author":"Popescu","year":"2002","journal-title":"Comput. Electron. Agric."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"564","DOI":"10.5589\/m03-027","article-title":"Measuring individual tree crown diameter with lidar and assessing its influence on estimating forest volume and biomass","volume":"29","author":"Popescu","year":"2003","journal-title":"Can. J. Remote Sens."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"646","DOI":"10.1016\/j.biombioe.2007.06.022","article-title":"Estimating biomass of individual pine trees using airborne lidar","volume":"31","author":"Popescu","year":"2007","journal-title":"Biomass Bioenergy."},{"key":"ref_62","first-page":"633","article-title":"Combined high-density lidar and multispectral imagery for individual tree crown analysis","volume":"29","author":"Leckie","year":"2003","journal-title":"Int. J. Remote Sens."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"153","DOI":"10.5589\/m06-005","article-title":"Automated estimation of individual conifer tree height and crown diameter via two-dimensional spatial wavelet analysis of lidar data","volume":"32","author":"Falkowski","year":"2006","journal-title":"Can. J. Remote Sens."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"S338","DOI":"10.5589\/m08-055","article-title":"The influence of conifer forest canopy cover on the accuracy of two individual tree measurement algorithms using LiDAR data","volume":"34","author":"Falkowski","year":"2008","journal-title":"Can. J. Remote Sens."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1093\/wjaf\/19.2.95","article-title":"An application of LiDAR in a double-sample forest inventory","volume":"19","author":"Parker","year":"2004","journal-title":"West. J. Appl. Forestry"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Parker, R.C., and Evans, D.L. LiDAR forest inventory with single-tree, double-, and single-phase procedures. Int. J. For. Res., 2009.","DOI":"10.1155\/2009\/864108"},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"323","DOI":"10.1016\/j.isprsjprs.2006.05.002","article-title":"Accuracy of large-scale canopy heights derived from LiDAR data under operational constraints in a complex alpine environment","volume":"60","author":"Hollaus","year":"2006","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"5159","DOI":"10.1080\/01431160903022894","article-title":"Operational wide-area stem volume estimation based on airborne laser scanning and national forest inventory data","volume":"30","author":"Hollaus","year":"2009","journal-title":"Int. J. Remote Sens."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1093\/wjaf\/24.2.95","article-title":"Using airborne light detection and ranging (LIDAR) to characterize forest stand condition on the Kenai Peninsula of Alaska","volume":"24","author":"Andersen","year":"2009","journal-title":"West. J. Appl. Forestry"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"1575","DOI":"10.1016\/j.rse.2009.03.017","article-title":"Tree species differentiation using intensity data derived from leaf-on and leaf-off airborne laser scanner","volume":"113","author":"Kim","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1163","DOI":"10.1016\/j.rse.2009.02.002","article-title":"Classifying species of individual trees by intensity and structure features derived from airborne laser scanner data","volume":"113","author":"Bollandsas","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_72","unstructured":"Dixon, Gary E. comp. (2008). Essential FVS: A User\u2019s Guide to the Forest Vegetation Simulator."},{"key":"ref_73","unstructured":"Havis, R.N., and Crookston, N.L. (2007, January 13\u201315). Aggregating pixel-level basal area predictions derived from LiDAR data to industrial forest stands in Idaho. Third Forest Vegetation Simulator Conference Proceedings, Proceedings RMRS-P-54, Fort Collins, CO, USA."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"946","DOI":"10.1016\/j.rse.2009.01.003","article-title":"Characterizing forest succession with lidar data: an evaluation for the Inland Northwest, USA","volume":"113","author":"Falkowski","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Falkowski, M.J., Gessler, P.E., Hudak, A.T., Crookston, N.L., and Uebler, E. (2009). Landscape-scale parameterization of a tree-level forest growth model: a k-NN imputation approach incorporating LiDAR data. Can. J. For. Res., in press.","DOI":"10.1139\/X09-183"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"866","DOI":"10.5558\/tfc84866-6","article-title":"LiDAR and Weibull modeling of diameter and basal area","volume":"84","author":"Thomas","year":"2008","journal-title":"For. Chron."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"953","DOI":"10.1016\/j.foreco.2007.10.017","article-title":"Measures of spatial forest structure derived from airborne laser data are associated with natural regeneration patterns in an uneven-aged spruce forest","volume":"255","author":"Hanssen","year":"2008","journal-title":"For. Ecol. Manage."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1168","DOI":"10.1016\/j.rse.2007.07.020","article-title":"The uncertainty in conifer plantation growth prediction from multi-temporal lidar datasets","volume":"112","author":"Hopkinson","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Keane, R.E., Gardner, J.L., Schmidt, K.M., Long, D.G., Menakis, J.P., and Finney, M.A. (1998). Development of Input Spatial Data Layers for the FARSITE Fire Growth Model for the Selway-Bitterroot Wilderness Complex, Rocky Mountain Research Station. USDA Forest Service, General Technical Report RMRS-GTR-3.","DOI":"10.2737\/RMRS-GTR-3"},{"key":"ref_80","doi-asserted-by":"crossref","unstructured":"Scott, J.H., and Reinhardt, E.D. (2001). Assessing crown fire potential by linking models of surface and crown fire behavior, Rocky Mountain Research Station. USDA Forest Service, General Technical Report RMRS-RP-29.","DOI":"10.2737\/RMRS-RP-29"},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"177","DOI":"10.1016\/S0034-4257(03)00098-1","article-title":"Modeling airborne laser scanning data for the spatial generation of critical forest parameters in fire behavior modeling","volume":"86","author":"Meier","year":"2003","journal-title":"Remote Sens. Environ."},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"Seielstad, C.A., and Queen, L. (2003). Using airborne laser altimetry to determine fuel models for estimating fire behavior. J. For., 10\u201315.","DOI":"10.1093\/jof\/101.4.10"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1016\/j.rse.2003.12.014","article-title":"Generation of crown bulk density for Pinus sylvestris from lidar","volume":"92","author":"Chuvieco","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1016\/j.rse.2004.10.013","article-title":"Estimating forest canopy fuel parameters using lidar data","volume":"94","author":"Andersen","year":"2005","journal-title":"Remote Sens. Environ."},{"key":"ref_85","unstructured":"Jain, T.B., Graham, R.T., Sandquist, J., Butler, M., Brockus, K., Frigard, D., Cobb, D., Sup-Han, H., Halbrook, J., Denner, R., and Evans, J.S. Restoration of northern Rocky Mountain moist forest: integrating fuel treatments from the site to the landscape. Proceedings of the 2007 National Silviculture Workshop, USDA Forest Service, General Technical Report PNW-GTR-733."},{"key":"ref_86","unstructured":"Finney, M.A. (2004). FARSITE: Fire Area Simulator-model Development and Evaluation, Rocky Mountain Research Station. USDA Forest Service, General Technical Report RMRS-RP-4."},{"key":"ref_87","unstructured":"Albini, F.A. (1976). Estimating Wildfire Behavior and Effects, Rocky Mountain Research Station. USDA Forest Service, General Technical Report GTR-INT-30."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"315","DOI":"10.1071\/WF08084","article-title":"The wildland fuel cell concept: an approach to characterize fine-scale variation in fuels and fire in frequently burned longleaf pine forests","volume":"18","author":"Hiers","year":"2007","journal-title":"Int. J. Wildland Fire"},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"676","DOI":"10.1071\/WF07138","article-title":"Ground-based LIDAR: a novel approach to quantify fine-scale fuelbed characteristics","volume":"18","author":"Loudermilk","year":"2009","journal-title":"Int. J. Wildland Fire"},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"594","DOI":"10.2307\/1932254","article-title":"On bird species diversity","volume":"42","author":"MacArthur","year":"1961","journal-title":"Ecology"},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"2631","DOI":"10.1080\/01431160512331338041","article-title":"Thirty years of modeling avian habitat relationships using satellite imagery data: a review","volume":"26","author":"Gottschalk","year":"2005","journal-title":"Int. J. Remote Sens."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1111\/j.1474-919x.2005.00438.x","article-title":"Modeling relationships between birds and vegetation structure using airborne lidar data: a review with case studies from agricultural and woodland environments","volume":"147","author":"Bradbury","year":"2005","journal-title":"Ibis"},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"2533","DOI":"10.1016\/j.rse.2009.07.002","article-title":"Mapping snags and understory shrubs for a LiDAR-based assessment of wildlife habitat suitability","volume":"113","author":"Martinuzzi","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1890\/070001","article-title":"Lidar: shedding new light on habitat characterization and modeling","volume":"6","author":"Vierling","year":"2008","journal-title":"Front. Ecol. Environ."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"840","DOI":"10.5558\/tfc84840-6","article-title":"An evaluation of DEMs derived from LiDAR and photogrammetry for wetland mapping","volume":"84","author":"Hogg","year":"2008","journal-title":"For. Chron."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"625","DOI":"10.1080\/02626669609491529","article-title":"Remote sensing applications to hydrology: airborne laser altimeters","volume":"41","author":"Ritchie","year":"1996","journal-title":"Hydrolog. Sci. J."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1002\/esp.484","article-title":"Airborne LiDAR in support of geomorphological and hydraulic modeling","volume":"28","author":"French","year":"2003","journal-title":"Earth Surface Process. Landforms"},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"66","DOI":"10.1002\/esp.1375","article-title":"Towards a protocol for laser scanning in fluvial geomorphology","volume":"32","author":"Heritage","year":"2007","journal-title":"Earth Surface Process. Landforms"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1016\/S0169-555X(03)00164-8","article-title":"Objective landslide detection and surface morphology mapping using high-resolution airborne laser altimetry","volume":"57","author":"McKean","year":"2004","journal-title":"Geomorphology"},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1016\/j.geomorph.2005.07.006","article-title":"Analysis of lidar-derived topographic information for characterizing and differentiating landslide morphology and activity","volume":"73","author":"Glenn","year":"2006","journal-title":"Geomorphology"},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"212","DOI":"10.5589\/m06-012","article-title":"Using airborne LiDAR to assess the influence of glacier downwasting to water resources in the Canadian Rocky Mountains","volume":"32","author":"Hopkinson","year":"2006","journal-title":"Can. J. Remote Sens."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"323","DOI":"10.14358\/PERS.70.3.323","article-title":"Mapping snowpack depth beneath forest canopies using airborne LiDAR","volume":"70","author":"Hopkinson","year":"2004","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_103","first-page":"1202","article-title":"Side channel mapping and fish habitat suitability analysis using lidar topography and orthophotography","volume":"11","author":"Jones","year":"2006","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1890\/070109","article-title":"Geomorphic controls on salmon nesting patterns described by a new, narrow-beam terrestrial\u2013aquatic lidar","volume":"6","author":"McKean","year":"2008","journal-title":"Front. Ecol. Environ."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/S0034-4257(02)00056-1","article-title":"Integration of lidar and Landsat ETM+ data for estimating and mapping forest canopy height","volume":"82","author":"Hudak","year":"2002","journal-title":"Remote Sens. Environ."},{"key":"ref_106","first-page":"536","article-title":"Forest inventory height update through the integration of lidar data with segmented Landsat imagery","volume":"29","author":"Wulder","year":"2003","journal-title":"Can. J. For. Res."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"1540","DOI":"10.1016\/j.rse.2009.03.004","article-title":"Characterizing boreal forest wildfire with multi-temporal Landsat and LIDAR data","volume":"113","author":"Wulder","year":"2009","journal-title":"Remote Sens. Environ."},{"key":"ref_108","first-page":"457","article-title":"Influence of fusing lidar and multispectral imagery on remotely sensed estimates of stand density and mean tree height in a managed loblolly pine plantation","volume":"49","author":"McCombs","year":"2003","journal-title":"For. Sci."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"1537","DOI":"10.1080\/01431160701736471","article-title":"Species identification of individual trees by combining high resolution LiDAR with multi-spectral images","volume":"29","author":"Holmgren","year":"2008","journal-title":"Int. J. Remote Sens."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"3947","DOI":"10.1016\/j.rse.2008.07.001","article-title":"Discrete return lidar-based prediction of leaf area index in two conifer forests","volume":"112","author":"Jensen","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1016\/j.rse.2003.11.003","article-title":"Using lidar and effective LAI data to evaluate IKONOS and Landsat 7 ETM+ vegetation cover estimates in a ponderosa pine forest","volume":"91","author":"Chen","year":"2004","journal-title":"Remote Sens. Environ."},{"key":"ref_112","doi-asserted-by":"crossref","first-page":"2064","DOI":"10.1016\/j.rse.2007.08.023","article-title":"The use of airborne lidar to assess avian species diversity, density, and occurrence in a pine\/aspen forest","volume":"112","author":"Clawges","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"1553","DOI":"10.1080\/01431160701736497","article-title":"Retrieving forest biomass through integration of CASI and LiDAR data","volume":"29","author":"Lucas","year":"2008","journal-title":"Int. J. Remote Sens."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"1942","DOI":"10.1016\/j.rse.2007.11.016","article-title":"Invasive species detection in Hawaiian rainforests using airborne imaging spectroscopy and LiDAR","volume":"112","author":"Asner","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1890\/07-1280.1","article-title":"Hyperspectral and lidar remote sensing of fire fuels in Hawaii Volcanoes National Park","volume":"18","author":"Varga","year":"2008","journal-title":"Ecol. Appl."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/j.rse.2006.01.021","article-title":"Mapping forest structure for wildlife habitat analysis using multi-sensor (lidar, SAR\/InSAR, ETM+, Quickbird) synergy","volume":"102","author":"Hyde","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/j.rse.2006.07.017","article-title":"Exploring LiDAR\u2013RaDAR synergy\u2014predicting aboveground biomass in a southwestern ponderosa pine forest using LiDAR, SAR and InSAR","volume":"106","author":"Hyde","year":"2007","journal-title":"Remote Sens. Environ."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"159","DOI":"10.14358\/PERS.75.2.159","article-title":"A comparison of individual tree and forest plot height derived from Lidar and InSAR","volume":"75","author":"Huang","year":"2009","journal-title":"Photogramm. Eng. Remote Sens."},{"key":"ref_119","doi-asserted-by":"crossref","first-page":"1136","DOI":"10.1016\/j.foreco.2008.11.022","article-title":"A comparison of lidar, radar, and field measurements of canopy height in pine and hardwood forests of southeastern North America","volume":"257","author":"Sexton","year":"2009","journal-title":"For. Ecol. Manage."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"3876","DOI":"10.1016\/j.rse.2008.06.003","article-title":"Regional aboveground forest biomass using airborne and spaceborne LiDAR in Quebec","volume":"112","author":"Boudreau","year":"2008","journal-title":"Remote Sens. Environ."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"135","DOI":"10.1016\/j.rse.2006.02.011","article-title":"LiDAR measurement of sagebrush steppe vegetation heights","volume":"102","author":"Streutker","year":"2006","journal-title":"Remote Sens. Environ."},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"5211","DOI":"10.1080\/01431160903023009","article-title":"Advanced full-waveform lidar data echo detection: assessing quality of derived terrain and tree height models in an alpine coniferous forest","volume":"30","author":"Chauve","year":"2009","journal-title":"Int. J. Remote Sens."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"S376","DOI":"10.5589\/m08-056","article-title":"Automatic detection of shrub location, crown area, and cover using spatial wavelet analysis and aerial photography","volume":"34","author":"Garrity","year":"2008","journal-title":"Can. J. Remote Sens."},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.rse.2007.03.011","article-title":"Integrating LIDAR data and multispectral imagery for enhanced classification of rangeland vegetation: a meta analysis","volume":"111","author":"Bork","year":"2007","journal-title":"Remote Sens. Environ."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/1\/4\/934\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T22:11:37Z","timestamp":1760220697000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/1\/4\/934"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2009,11,11]]},"references-count":124,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2009,12]]}},"alternative-id":["rs1040934"],"URL":"https:\/\/doi.org\/10.3390\/rs1040934","relation":{},"ISSN":["2072-4292"],"issn-type":[{"value":"2072-4292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2009,11,11]]}}}