Prediction of Timber Quality Parameters of Forest Stands by Means of Small Footprint Airborne Laser Scanner Data

References

• Assmann , E. 1970 . The principle of forest yield study , Oxford , , England : Pergamon .
   Google Scholar
• Axelsson , P. 2000 . DEM generation from laser scanner data using adaptive TIN models . International Archives of Photogrammetry and Remote Sensing , 33 : 110 – 117 .
   Google Scholar
• Bollandsås , O.M. and Næsset , E. 2007 . Estimating percentilebased diameter distributions in uneven-sized Norway spruce stands using airborne laser scanner data . Scandinavian Journal of Forest Research , 22 ( 1 ) : 33 – 47 .
   Web of Science ®Google Scholar
• Dean , T.J. , Cao , Q.V. , Roberts , S.D. and Evans , D.L. 2009 . Measuring heights to crown base and crown median with LiDAR in a mature, even-aged loblolly pine stand . Forest Ecology and Management , 257 ( 1 ) : 126 – 133 .
   Web of Science ®Google Scholar
• Fonweban , J. , Gardiner , B. , Suarez , J. , Lundqvist , S.O. and Keane , E. 2008 . “ Linking growth and quality models with terrestrial and airborne scanning to predict the British forest resource ” . In Connection between Forest Resources and Wood Quality: Modelling Approaches and Simulation Software , Edited by: Peltola , H. Koli , , Finland : International Union of Forest Research Organizations . In:, WP 5.01.04, June 814, 2008
   Google Scholar
• Fulton , M.R. 1999 . Patterns in height-diameter relationships for selected tree species and sites in eastern Texas . Canadian Journal of Forest Research , 29 ( 9 ) : 1445 – 1449 .
   Google Scholar
• Gobakken , T. and Næsset , E. 2004 . Estimation of diameter and basal area distributions in coniferous forest by means of airborne laser scanner data . Scandinavian Journal of Forest Research , 19 ( 6 ) : 529 – 542 .
   Web of Science ®Google Scholar
• Gobakken , T. and Næsset , E. 2005 . Weibull and percentile models for LIDAR-based estimation of basal area distribution . Scandinavian Journal of Forest Research , 20 ( 6 ) : 490 – 502 .
   Web of Science ®Google Scholar
• Gobakken , T. and Næsset , E. 2009 . Assessing effects of positioning errors and sample plot size on biophysical stand properties derived from airborne laser scanner data . Canadian Journal of Forest Research , 39 ( 5 ) : 1036 – 1052 .
   Web of Science ®Google Scholar
• Hein , S. , Weiskittel , A.R. and Kohnle , U. 2008 . Effect of wide spacing on tree growth, branch and sapwood properties of young Douglas-fir [Pseudotsuga menziesii (Mirb.) Franco] in southwestern Germany . European Journal of Forest Research , 127 ( 6 ) : 481 – 493 .
   Web of Science ®Google Scholar
• Hodgson , M.E. and Bresnahan , P. 2004 . Accuracy of airborne LIDAR-derived elevation: Empirical assessment and error budget . Photogrammetric Engineering and Remote Sensing , 70 ( 3 ) : 331 – 339 .
   Web of Science ®Google Scholar
• Hyyppä , J. , Kelle , O. , Lehikoinen , M. and Inkinen , M. 2001 . A segmentation-based method to retrieve stem volume estimates from 3-D tree height models produced by laser scanners . IEEE Transactions on Geoscience and Remote Sensing , 39 ( 5 ) : 969 – 975 .
   Web of Science ®Google Scholar
• Ikonen , V.P. , Kellomäki , S. and Peltola , H. 2009 . Sawn timber properties of Scots pine as affected by initial stand density, thinning and pruning: a simulation based approach . Silva Fennica , 43 ( 3 ) : 411 – 431 .
   Web of Science ®Google Scholar
• Ikonen , V.P. , Peltola , H. , Wilhelmsson , L. , Kilpeläinen , A. , Väisänen , H. , Nuutinen , T. and Kellomäki , S. 2008 . Modelling the distribution of wood properties along the stems of Scots pine (Pinus sylvestris L.) and Norway spruce (Picea abies (L.) Karst.) as affected by silvicultural management . Forest Ecology and Management , 256 ( 6 ) : 1356 – 1371 .
   Web of Science ®Google Scholar
• Korhonen , L. , Peuhkurinen , J. , Malinen , J. , Suvanto , A. , Maltamo , M. , Packalén , P. and Kangas , J. 2008 . The use of airborne laser scanning to estimate saw log volumes . Forestry , 81 ( 4 ) : 499 – 510 .
   Web of Science ®Google Scholar
• Kraus , K. and Pfeifer , N. 1998 . Determination of terrain models in wooded areas with airborne laser scanner data . ISPRS Journal of Photogrammetry and Remote Sensing , 53 ( 4 ) : 193 – 203 .
   Web of Science ®Google Scholar
• Loetsch , F. , Zöhrer , F. and Haller , K.E. 1973 . Forest inventory, Volume II , München, Bern, Wien : BLV .
   Google Scholar
• Maguire , D.A. , Kershaw , J.A. and Hann , D.W. 1991 . Predicting the effect of silvicultural regime on branch size and crown wood core in Douglas-fir . Forest Science , 37 ( 5 ) : 1409 – 1428 .
   Web of Science ®Google Scholar
• Malinen , J. 2003 . Prediction of characteristics of marked stand and metrics for similarity of log distribution for wood-procurement management , Research Notes Vol. 151 , University of Joensuu. Faculty of Forestry . D.Sc. (Agr. and For.) thesis
   Google Scholar
• Malinen , J. , Maltamo , M. and Verkasalo , E. 2003 . Predicting the internal quality and value of Norway spruce trees by using two non-parametric nearest neighbor methods . Forest Products Journal , 53 ( 4 ) : 85 – 94 .
   Web of Science ®Google Scholar
• Malinen , J. , Maltamo , M. and Verkasalo , E. 2005 . Wood Properties of Mature Norway spruce on Drained Peatlands Compared to Mineral Forest Lands in Southern Finland . Baltic Forestry , 11 ( 1 ) : 21 – 37 .
   Google Scholar
• Maltamo , M. , Bollandsås , O.M. , Vauhkonen , J. , Breidenbach , J. , Gobakken , T. and Nssset , E. 2010 . Comparing different methods for prediction of mean crown height in Norway spruce stands using airborne laser scanner data . Forestry , 83 ( 3 ) : 257 – 268 .
   Web of Science ®Google Scholar
• Maltamo , M. , Næsset , E. , Bollandsås , O.M. , Gobakken , T. and Packalén , P. 2009a . Non-parametric prediction of diameter distributions using airborne laser scanner data . Scandinavian Journal of Forest Research , 24 ( 6 ) : 541 – 553 .
   Web of Science ®Google Scholar
• Maltamo , M. , Hyyppä , J. and Malinen , J. 2006 . A comparative study of the use of laser scanner data and field measurements in the prediction of crown height in boreal forests . Scandinavian Journal of Forest Research , 21 ( 3 ) : 231 – 238 .
   Web of Science ®Google Scholar
• Maltamo , M. , Packalén , P. , Yu , X. , Eerikäinen , K. , Hyyppä , J. and Pitkänen , J. 2005 . Identifying and quantifying structural characteristics of heterogeneous boreal forests using laser scanner data . Forest Ecology and Management , 216 ( 1/3 ) : 41 – 50 .
   Web of Science ®Google Scholar
• Maltamo , M. , Peuhkurinen , J. , Malinen , J. , Vauhkonen , J. , Packalén , P. and Tokola , T. 2009b . Predicting tree attributes and quality characteristics of Scots pine using airborne laser scanning data . Silva Fennica , 43 ( 3 ) : 507 – 521 .
   Web of Science ®Google Scholar
• Mehtätalo , L. 2002 . Valtakunnalliset puukohtaiset tukkivähennysmallit männylle, kuuselle, koivulle ja haavalle. (National tree level saw log reduction models for pine, spruce, birch and aspen, in Finnish) , Metsätieteen aikakauskirja Vol. 4/2002 , 575 – 591 .
   Google Scholar
• Moberg , L. , Wallerman , J. , Holmgren , J. and Barth , A. 2008 . “ High-precision inventory methods to predict wood properties for operational, pre-harvest planning ” . In Connection between Forest Resources and Wood Quality: Modelling Approaches and Simulation Software , Edited by: Peltola , H. Koli , , Finland : International Union of Forest Research Organizations . WP 5.01.04, June 8–14, 2008
   Google Scholar
• Morsdorf , F. , Meier , E. , Kotz , B. , Itten , K.I. , Dobbertin , M. and Allgower , B. 2004 . LIDAR-based geometric reconstruction of boreal type forest stands at single-tree level for forest and wildland fire management . Remote Sensing of Environment , 92 ( 3 ) : 353 – 362 .
   Web of Science ®Google Scholar
• Næsset , E. 2002 . Predicting forest stand characteristics with airborne scanning laser using a practical two-stage procedure and field data . Remote Sensing of Environment , 80 ( 1 ) : 88 – 99 .
   Web of Science ®Google Scholar
• Næsset , E. 2004 . Practical large-scale forest stand inventory using a small-footprint airborne scanning laser . Scandinavian Journal of Forest Research , 19 ( 2 ) : 164 – 179 .
   Web of Science ®Google Scholar
• Næsset , E. 2007 . Airborne laser scanning as a method in operational forest inventory: Status of accuracy assessments accomplished in Scandinavia . Scandinavian Journal of Forest Research , 22 ( 5 ) : 433 – 442 .
   Web of Science ®Google Scholar
• Næsset , E. , Bollandsås , O.M. and Gobakken , T. 2005 . Comparing regression methods in estimation of biophysical properties of forest stands from two different inventories using laser scanner data . Remote Sensing of Environment , 94 ( 4 ) : 541 – 553 .
   Web of Science ®Google Scholar
• Næsset , E. and Økland , T. 2002 . Estimating tree height and tree crown properties using airborne scanning laser in a boreal nature reserve . Remote Sensing of Environment , 79 ( 1 ) : 105 – 115 .
   Web of Science ®Google Scholar
• Nilsson , M. 1996 . Estimation of tree heights and stand volume using an airborne lidar system . Remote Sensing of Environment , 56 ( 1 ) : 1 – 7 .
   Web of Science ®Google Scholar
• Optech . 2008 . Gemini ALTM 167 http://www.optech.ca/pdf/Gemini167.pdfAvailable from [accessed June 24, 2009]
   Google Scholar
• Øvrum , A. , Vestøl , G.I. and Høibø , O.A. 2008 . Modeling the longitudinal variation of sawn timber grades in Norway spruce (Picea abies (L.) Karst.) . Holz als Roh- und Werkstoff , 66 ( 3 ) : 219 – 227 .
   Google Scholar
• Packalén , P. and Maltamo , M. 2008 . The estimation of species-specific diameter distributions using airborne laser scanning and aerial photographs . Canadian Journal of Forest Research , 38 ( 7 ) : 1750 – 1760 .
   Web of Science ®Google Scholar
• Persson , Å. , Holmgren , J. and Söderman , U. 2002 . Detecting and measuring individual trees using an airborne laser scanner . Photogrammetric Engineering and Remote Sensing , 68 ( 9 ) : 925 – 932 .
   Web of Science ®Google Scholar
• Peuhkurinen , J. , Maltamo , M. and Malinen , J. 2008 . Estimating species-specific height-diameter distributions and saw log recoveries from ALS data and aerial photographs: A distribution-based approach . Silva Fennica , 42 ( 4 ) : 625 – 641 .
   Web of Science ®Google Scholar
• Peuhkurinen , J. , Maltamo , M. , Malinen , J. , Pitkänen , J. and Packalén , P. 2007 . Preharvest measurement of marked stands using airborne laser scanning . Forest Science , 53 ( 6 ) : 653 – 661 .
   Web of Science ®Google Scholar
• Pinhero , J. , Bates , D. , DebRoy , S. and Sarkar , D. 2007 . nlme. Linear and non-linear mixed effects models 1 – 85 . R package version 3
   Google Scholar
• Popescu , S. and Zhao , K. 2008 . A voxel-based lidar method for estimating crown base height for deciduous and pine trees . Remote Sensing of Environment , 112 ( 3 ) : 767 – 781 .
   Web of Science ®Google Scholar
• Reutebuch , S.E. , McGaughey , R.J. , Andersen , H.E. and Carson , W.W. 2003 . Accuracy of a high-resolution LIDAR terrain model under a conifer forest canopy . Canadian Journal of Remote Sensing , 29 ( 5 ) : 527 – 535 .
   Web of Science ®Google Scholar
• SAS . 2010 . SAS product documentation Available from http://support.sas.com/documentation [accessed January 1, 2010]
   Google Scholar
• Schmidt , M. 2004 . Simulation on branchiness and quality for roundwood of Douglas-fir . Allgemeine Forst und Jagdzeitung , 175 ( 3 ) : 49 – 60 .
   Google Scholar
• Sharma , M. and Zhang , S.Y. 2004 . Height-diameter models using stand characteristics for Pinus banksiana and Picea mariana . Scandinavian Journal of Forest Research , 19 ( 5 ) : 442 – 452 .
   Web of Science ®Google Scholar
• Solberg , S. , Næsset , E. and Bollandsås , O.M. 2006 . Single tree segmentation using airborne laser scanner data in a structurally heterogeneous spruce forest . Photogrammetric Engineering and Remote Sensing , 72 ( 12 ) : 1369 – 1378 .
   Web of Science ®Google Scholar
• Strahler , A.H. , Jupp , D.L.B. , Woodcock , C.E. , Schaaf , C.B. , Yao , T. , Zhao , F. , Yang , X. , Lovell , J. , Culvenor , J. , Newnham , G. , Ni-Miester , W. and Boykin-Morris , W. 2008 . Retrieval of forest structural parameters using a ground-based lidar instrument (Echidna(r)) . Canadian Journal of Remote Sensing , 34 : 426 – 449 . Suppl. 2
   Web of Science ®Google Scholar
• Vauhkonen , J. Estimating crown base height for Scots pine by means of the 3D geometry of airborne laser scanning data . Proceedings of SilviLaser 2008, 8th international conference on LiDAR applications in forest assessment and inventory . September 17–19 2008 . Edited by: Hill , R. , Rosette , J. and Suárez , J. pp. 616 – 624 . Edinburgh , , UK : HeriotWatt University . In:
   Google Scholar
• Wehr , A. and Lohr , U. 1999 . Airborne laser scanning — An introduction and overview . ISPRS Journal of Photogrammetry & Remote Sensing , 54 ( 2/3 ) : 8 – 82 .
   Web of Science ®Google Scholar