Full text of this article is only available in PDF format.

Thomas Wutzler (email)

Effect of the aggregation of multi-cohort mixed stands on modeling forest ecosystem carbon stocks

Wutzler T. (2008). Effect of the aggregation of multi-cohort mixed stands on modeling forest ecosystem carbon stocks. Silva Fennica vol. 42 no. 4 article id 232. https://doi.org/10.14214/sf.232

Abstract

Studies of the carbon sink of forest ecosystems often stratify the studied stands by the dominating species and thereby abstract from differences in the mixed-species, multi-cohort structure of many forests. This case study infers whether the aggregation of forestry data introduces a bias in the estimates of carbon stocks and their changes at the scale of individual stands and the scale of a forest district. The empirical TreeGrOSS-C model was applied to 1616 plots of a forest district in Central Germany to simulate carbon dynamics in biomass, woody debris, and soil. In a first approach each stand was explicitly simulated with all cohorts. In three other approaches the forest inventory data were aggregated in several ways, including a stratification of the stands to 110 classes according to the dominating species, age class, and site conditions. A small but significant bias was confirmed. At stand scale the initial ecosystem carbon stocks by the aggregated approach differed from that of the detailed approach by 2.3%, but at the district scale only by 0.05%. The differences in age between interspersed and dominant cohorts as well as differences in litter production were important for the differences in initial carbon stocks. The amounts of wood extracted by thinning operations were important for the differences in the projection of the carbon stocks over 100 years. Because of the smallness of bias, this case study collects evidence that the approaches, that represent stands or stratums by a single cohort, are valid at the scale of a forest district or larger.

Keywords
stand structure; thinning; inventory; scale; model; stratification; bias; inventorystand structure

Author Info
  • Wutzler, Max Planck Institute for Biogeochemistry, Hans Knöll Str. 10, DE-07745, Jena, Germany E-mail thomas.wutzler@bgc-jena.mpg.de (email)

Received 13 June 2007 Accepted 18 July 2008 Published 31 December 2008

Views 4767

Available at https://doi.org/10.14214/sf.232 | Download PDF

Creative Commons License CC BY-SA 4.0

Register
Click this link to register to Silva Fennica.
Log in
If you are a registered user, log in to save your selected articles for later access.
Contents alert
Sign up to receive alerts of new content

Your selected articles
Your search results
Mäkelä A., Ikonen V.-P. et al. (1997) An application of process-based modelling to the.. Silva Fennica vol. 31 no. 3 article id 5632
Godin C., Caraglio Y. et al. (1997) Exploring plant topological structure with the A.. Silva Fennica vol. 31 no. 3 article id 5631
Thornley J. H. M., (1997) Modelling allocation with transport/conversion p.. Silva Fennica vol. 31 no. 3 article id 5630
Sievänen R., Nikinmaa E. et al. (1997) Evaluation of importance of sapwood senescence o.. Silva Fennica vol. 31 no. 3 article id 5629
de Reffye P., Barthélémy D. et al. (1997) A functional model of tree growth and tree archi.. Silva Fennica vol. 31 no. 3 article id 5627
Früh T., (1997) Simulation of water flow in the branched tree ar.. Silva Fennica vol. 31 no. 3 article id 5625
Valentine H. T., (1997) Height growth, site index, and carbon metabolism. Silva Fennica vol. 31 no. 3 article id 5623
Deleuze C., Houllier F. (1997) A transport model for tree ring width. Silva Fennica vol. 31 no. 3 article id 5622
Nykänen M.-L., Broadgate M. et al. (1997) Factors affecting snow damage of trees with part.. Silva Fennica vol. 31 no. 2 article id 5618
Hökkä H., Alenius V. et al. (1997) Individual-tree basal area growth models for Sco.. Silva Fennica vol. 31 no. 2 article id 5616
Virgilietti P., Buongiorno J. (1997) Modeling forest growth with management data: A m.. Silva Fennica vol. 31 no. 1 article id 5607
Mandre M., Klõseiko J. et al. (1996) Assessment of CO2 fluxes and effects of possible.. Silva Fennica vol. 30 no. 2–3 article id 5593
Talkkari A., (1996) Regional predictions concerning the effects of c.. Silva Fennica vol. 30 no. 2–3 article id 5592
Beuker E., Kellomäki S. et al. (1996) Changes in wood production of Picea abies and Pi.. Silva Fennica vol. 30 no. 2–3 article id 5591
Hänninen H., Kellomäki S. et al. (1996) Overwintering and productivity of Scots pine in .. Silva Fennica vol. 30 no. 2–3 article id 5590
Nazimova D. I., Polikarpov N.P. (1996) Forest zones of Siberia as determined by climati.. Silva Fennica vol. 30 no. 2–3 article id 5587
Monserud R. A., Denissenko O. V. et al. (1996) Change in Siberian phytomass predicted for globa.. Silva Fennica vol. 30 no. 2–3 article id 5586
Leinonen I., Hänninen H. et al. (1996) Testing of frost hardiness models for Pinus sylv.. Silva Fennica vol. 30 no. 2–3 article id 5583
Vettenranta J., (1996) Effect of species composition on economic return.. Silva Fennica vol. 30 no. 1 article id 5574
Vanha-Majamaa I., Suominen R. et al. (1996) Seedling establishment after prescribed burning .. Silva Fennica vol. 30 no. 1 article id 5573
Hynynen J., (1995) Predicting the growth response to thinning for S.. Silva Fennica vol. 29 no. 3 article id 5559
Kangas A., Korhonen K. T. (1995) Generalizing sample tree information with semipa.. Silva Fennica vol. 29 no. 2 article id 5553
Schabenberger O., Gregoire T. G. (1995) A conspectus on Estimating Function theory and i.. Silva Fennica vol. 29 no. 1 article id 5546
Miina J., (1994) Spatial growth model for Scots pine on drained p.. Silva Fennica vol. 28 no. 1 article id 5525
Kangas A., (1994) Classical and model based estimators for forest .. Silva Fennica vol. 28 no. 1 article id 5524
Korhonen K. T., (1993) Mixed estimation in calibration of volume functi.. Silva Fennica vol. 27 no. 4 article id 5520
Kangas J., Karsikko J. et al. (1993) A method for estimating the suitability function.. Silva Fennica vol. 27 no. 4 article id 5519
Pohjonen V., Pukkala T. (1993) Yield of Cupressus lusitanica in Ethiopia. Silva Fennica vol. 27 no. 3 article id 5511
Koistinen E., Valkonen S. (1993) Models for height development of Norway spruce a.. Silva Fennica vol. 27 no. 3 article id 5510
Peltola H., Kellomäki S. (1993) A mechanistic model for calculating windthrow an.. Silva Fennica vol. 27 no. 2 article id 5504
Korhonen K. T., (1992) Calibration of upper diameter models in large sc.. Silva Fennica vol. 26 no. 4 article id 5491
Kangas J., Pukkala T. (1992) A decision theoretic approach applied to goal pr.. Silva Fennica vol. 26 no. 3 article id 5484
Kellomäki S., Kolström M. (1992) Computations on the management of seedling stand.. Silva Fennica vol. 26 no. 2 article id 5478
Kellomäki S., Hänninen H. et al. (1992) A simulation model for the succession of the bor.. Silva Fennica vol. 26 no. 1 article id 5468
Kangas A., (1991) Updated measurement data as prior information in.. Silva Fennica vol. 25 no. 3 article id 5453
Pukkala T., Kolström T. (1991) Effect of spatial pattern of trees on the growth.. Silva Fennica vol. 25 no. 3 article id 5449
Saarenmaa H., (1990) Frame- and rule-based knowledge representation i.. Silva Fennica vol. 24 no. 2 article id 5425
Pukkala T., Pohjonen V. (1990) Use of linear programming in land use planning i.. Silva Fennica vol. 24 no. 2 article id 5424
Pukkala T., Mubita O. et al. (1990) Management planning system for tree plantations. Silva Fennica vol. 24 no. 2 article id 5419
Varmola M., (1989) A model for ring width of planted Scots pine Silva Fennica vol. 23 no. 4 article id 5388
Kuuluvainen T., Pukkala T. (1989) Effect of Scots pine seed trees on the density o.. Silva Fennica vol. 23 no. 2 article id 5379
Pukkala T., (1989) Predicting diameter growth in even-aged Scots pi.. Silva Fennica vol. 23 no. 2 article id 5376
Pukkala T., (1989) Prediction of tree diameter and height in a Scot.. Silva Fennica vol. 23 no. 2 article id 5375
Hänninen H., Pelkonen P. (1988) Effects of temperature on dormancy release in No.. Silva Fennica vol. 22 no. 3 article id 5357
Pukkala T., (1988) Effect of spatial distribution of trees on the v.. Silva Fennica vol. 22 no. 1 article id 5338
Hänninen H., (1987) Effects of temperature on dormancy release in wo.. Silva Fennica vol. 21 no. 3 article id 5319
Pukkala T., (1987) Model for predicting the seed crop of Picea abie.. Silva Fennica vol. 21 no. 2 article id 5311
Pukkala T., (1987) Simulation model for natural regeneration of Pin.. Silva Fennica vol. 21 no. 1 article id 5305
Tan J., (1987) A method to evaluate productivity of logging mac.. Silva Fennica vol. 21 no. 1 article id 5304
Kellomäki S., Hänninen H. et al. (1987) A tentative model for describing the effects of .. Silva Fennica vol. 21 no. 1 article id 5302
Solberg B., (1986) Forest sector simulation models as methodologica.. Silva Fennica vol. 20 no. 4 article id 5301
Kishine T., (1986) Optimizing simulation model on forest policy. Silva Fennica vol. 20 no. 4 article id 5300
Tikkanen I., (1986) Analysis and evaluation of public forest policies. Silva Fennica vol. 20 no. 4 article id 5279
Lappi J., Siitonen M. (1985) A utility model for timber production based on d.. Silva Fennica vol. 19 no. 3 article id 5244
Kilkki P., Pohjola T. et al. (1985) Use of the spatial distribution of trees in thin.. Silva Fennica vol. 19 no. 2 article id 5235
Kellomäki S., Nevalainen T. (1983) Relationship between stand density on tree size Silva Fennica vol. 17 no. 4 article id 5200
Luo F., (1983) Determination of stem value. Silva Fennica vol. 17 no. 3 article id 5187
Ojansuu R., Henttonen H. (1983) Estimation of the local values of monthly mean t.. Silva Fennica vol. 17 no. 2 article id 5183
Mäkelä A., Hari P. et al. (1981) A model for the effect of air pollutants on fore.. Silva Fennica vol. 15 no. 4 article id 5151
Moseholm L., (1981) Responses of transplanted lichens to sulphur dio.. Silva Fennica vol. 15 no. 4 article id 5142
Kilkki P., (1979) Outline for a data processing system in forest m.. Silva Fennica vol. 13 no. 4 article id 5054
Kilkki P., Varmola M. (1979) A nonlinear simultaneous equation model to deter.. Silva Fennica vol. 13 no. 4 article id 5047
Kilkki P., Saramäki M. et al. (1978) A simultaneous equation model to determine taper.. Silva Fennica vol. 12 no. 2 article id 4995
Riihinen P., (1963) Economic models underlying forest policy program.. Acta Forestalia Fennica vol. 75 no. 5 article id 7139
Lönnroth E., (1926) The stereometric mean tree of the stand Acta Forestalia Fennica vol. 30 no. 2 article id 7197
Kareinen T., Nissinen A. et al. (1998) Analysis of forest soil chemistry and hydrology .. Acta Forestalia Fennica vol. 0 no. 262 article id 7522
Huang W., (1998) Productive coexistence and gain in agroforestry .. Acta Forestalia Fennica vol. 0 no. 260 article id 7520
Uusitalo J., (1997) Pre-harvest measurement of pine stands for sawin.. Acta Forestalia Fennica vol. 0 no. 259 article id 7519
Mason E. G., Whyte A. G. D. (1997) Modelling initial survival and growth of radiata.. Acta Forestalia Fennica vol. 0 no. 255 article id 7516
Hari P., Ross J. et al. (1996) Production process of Scots pine Acta Forestalia Fennica vol. 0 no. 254 article id 7525
Väisänen R., Heliövaara K. (1994) Assessment of insect occurrence in boreal forest.. Acta Forestalia Fennica vol. 0 no. 243 article id 7505
Ojansuu R., (1993) Prediction of Scots pine increment using a multi.. Acta Forestalia Fennica vol. 0 no. 239 article id 7685
Nikinmaa E., (1992) Analyses of the growth of Scots pine: matching s.. Acta Forestalia Fennica vol. 0 no. 235 article id 7681
Ovaskainen V., (1992) Forest taxation, timber supply, and economic eff.. Acta Forestalia Fennica vol. 0 no. 233 article id 7679
Saramäki J., (1992) A growth and yield prediction model of Pinus kes.. Acta Forestalia Fennica vol. 0 no. 230 article id 7676
Heliövaara K., Väisänen R. et al. (1991) Quantitative biogeography of the bark beetles (C.. Acta Forestalia Fennica vol. 0 no. 219 article id 7606
Katila M., Riihinen P. (1990) Modeling newsprint consumption: a Finnish case s.. Acta Forestalia Fennica vol. 0 no. 217 article id 7664
Finér L., (1989) Biomass and nutrient cycle in fertilized and unf.. Acta Forestalia Fennica vol. 0 no. 208 article id 7655
Oker-Blom P., (1986) Photosynthetic radiation regime and canopy struc.. Acta Forestalia Fennica vol. 0 no. 197 article id 7643
Kilkki P., Varmola M. (1981) Taper curve models for Scots pine and their appl.. Acta Forestalia Fennica vol. 0 no. 174 article id 7621
Kilkki P., Pökälä R. (1975) A long-term timber production model and its appl.. Acta Forestalia Fennica vol. 0 no. 143 article id 7577
Kangas Y., (1968) Describing the growth of a tree as a function of.. Acta Forestalia Fennica vol. 0 no. 90 article id 7190
Peltoniemi M., Thürig E. et al. (2007) Models in country scale carbon accounting of for.. Silva Fennica vol. 41 no. 3 article id 290
López L. N., Sjølie H. K. et al. (2024) Impacts of biodiversity and carbon policies on t.. Silva Fennica vol. 58 no. 4 article id 23067
Männistö L., Miina J. et al. (2024) How to utilize natural regeneration of birch to .. Silva Fennica vol. 58 no. 3 article id 23075
Jääskeläinen J., Korhonen L. et al. (2024) Individual tree inventory based on uncrewed aeri.. Silva Fennica vol. 58 no. 3 article id 23042
Noordermeer L., Gobakken T. et al. (2025) Effects of sample tree selection and calculation.. Silva Fennica vol. 59 no. 2 article id 25003
Repola J., Luoranen J. et al. (2024) Biomass models for young planted Norway spruce a.. Silva Fennica vol. 58 no. 5 article id 24031
Xiong H., Pang Y. et al. (2024) Forest stand delineation using airborne LiDAR an.. Silva Fennica vol. 58 no. 2 article id 23014
Gartner M. A., Kaltenbrunner M. et al. (2024) Dynamic box assignment planning in log yards Silva Fennica vol. 58 no. 1 article id 23032
Böhm S., Baier P. et al. (2023) Blue-stain development on Norway spruce logs und.. Silva Fennica vol. 57 no. 3 article id 23054
Vauhkonen J., Matala J. et al. (2023) Future browsing damage in seedling stands accord.. Silva Fennica vol. 57 no. 2 article id 23012
Kangas A., Myllymäki M. et al. (2023) Understanding uncertainty in forest resources maps Silva Fennica vol. 57 no. 2 article id 22026
Jåstad E. O., Nagel N. O. et al. (2023) The location and capacity-dependent price impact.. Silva Fennica vol. 57 no. 1 article id 23001
Korpela I., Polvivaara A. et al. (2023) Airborne dual-wavelength waveform LiDAR improves.. Silva Fennica vol. 56 no. 4 article id 22007
Aza A., Kallio A. M. I. et al. (2022) Species selection in areas subjected to risk of .. Silva Fennica vol. 56 no. 3 article id 10732
Camilo-Alves C., Nunes J. A. et al. (2022) Influence of water and nutrients on cork oak rad.. Silva Fennica vol. 56 no. 3 article id 10698
Demol M., Wilkes P. et al. (2022) Volumetric overestimation of small branches in 3.. Silva Fennica vol. 56 no. 1 article id 10550
Sprengel L., Spiecker H. et al. (2022) Two subject specific modelling approaches to con.. Silva Fennica vol. 56 no. 1 article id 10544
Lee D., Siipilehto J. et al. (2021) Models for diameter distribution and tree height.. Silva Fennica vol. 55 no. 5 article id 10612
Miina J., Bohlin I. et al. (2021) Lessons learned from assessing the cover and yie.. Silva Fennica vol. 55 no. 5 article id 10573
Strieder E., Vospernik S. (2021) Intra-annual diameter growth variation of six co.. Silva Fennica vol. 55 no. 4 article id 10449
Mahatara D., Acharya A. K. et al. (2021) Maxent modelling for habitat suitability of vuln.. Silva Fennica vol. 55 no. 4 article id 10441
Hökkä H., Laurén A. et al. (2021) Defining guidelines for ditch depth in drained S.. Silva Fennica vol. 55 no. 3 article id 10494
Siipilehto J., Mäkinen H. et al. (2021) Models for integrating and identifying the effec.. Silva Fennica vol. 55 no. 2 article id 10496
Lu L., Chhin S. et al. (2021) Modelling tree height-diameter allometry of Chin.. Silva Fennica vol. 55 no. 2 article id 10415
Bronisz K., Zasada M. (2020) Taper models for black locust in west Poland Silva Fennica vol. 54 no. 5 article id 10351
Seppänen P., Mäkinen A. (2020) Comprehensive yield model for plantation teak in.. Silva Fennica vol. 54 no. 5 article id 10309
de Lera Garrido A., Gobakken T. et al. (2020) Reuse of field data in ALS-assisted forest inven.. Silva Fennica vol. 54 no. 5 article id 10272
Jylhä P., Rikkonen P. et al. (2020) Size matters – an analysis of business models an.. Silva Fennica vol. 54 no. 4 article id 10392
Lappi J., Pukkala T. (2020) Analyzing ingrowth using zero-inflated negative .. Silva Fennica vol. 54 no. 4 article id 10370
Uotila K., Miina J. et al. (2020) Low cost prediction of time consumption for pre-.. Silva Fennica vol. 54 no. 1 article id 10196
Jin X., Pukkala T. et al. (2019) Developing growth models for tree plantations us.. Silva Fennica vol. 53 no. 4 article id 10217
Pukkala T., Holt Hanssen K. et al. (2019) Stem taper and bark functions for Norway spruce .. Silva Fennica vol. 53 no. 3 article id 10187
Nikula A., Nivala V. et al. (2019) Modelling the effect of habitat composition and .. Silva Fennica vol. 53 no. 1 article id 9918
Repola J., Hökkä H. et al. (2018) Models for diameter and height growth of Scots p.. Silva Fennica vol. 52 no. 5 article id 10055
Tigabu M., Farhadi M. et al. (2018) Visible + Near Infrared Spectroscopy as taxonomi.. Silva Fennica vol. 52 no. 4 article id 9996
Maltamo M., Karjalainen T. et al. (2018) Incorporating tree- and stand-level information .. Silva Fennica vol. 52 no. 3 article id 10006
Rekola M., Nippala J. et al. (2018) Modelling competences and anticipating the futur.. Silva Fennica vol. 52 no. 3 article id 9983
Saksa T., Miina J. et al. (2018) Quality of spot mounding performed by continuous.. Silva Fennica vol. 52 no. 2 article id 9933
Tuominen S., Balazs A. et al. (2017) Hyperspectral UAV-imagery and photogrammetric ca.. Silva Fennica vol. 51 no. 5 article id 7721
Sharma R. P., Vacek Z. et al. (2017) Modelling tree crown-to-bole diameter ratio for .. Silva Fennica vol. 51 no. 5 article id 1740
Schibalski A., Lehtonen A. et al. (2017) Identifying important topics for model refinemen.. Silva Fennica vol. 51 no. 4 article id 6977
Egbäck S., Nilsson U. et al. (2017) Modeling early height growth in trials of geneti.. Silva Fennica vol. 51 no. 3 article id 5662
Díaz-Yáñez O., Mola-Yudego B. et al. (2017) What variables make a forest stand vulnerable to.. Silva Fennica vol. 51 no. 2 article id 1693
McEwan A., Brink M. et al. (2017) Factors affecting the productivity and work qual.. Silva Fennica vol. 51 no. 2 article id 1599
Kulmala L., Žliobaitė I. et al. (2016) Environmental control of growth variation in a b.. Silva Fennica vol. 50 no. 5 article id 1680
Hökkä H., Uusitalo J. et al. (2016) Performance of weather parameters in predicting .. Silva Fennica vol. 50 no. 4 article id 1687
Kotivuori E., Korhonen L. et al. (2016) Nationwide airborne laser scanning based models .. Silva Fennica vol. 50 no. 4 article id 1567
Bronisz K., Strub M. et al. (2016) Empirical equations for estimating aboveground b.. Silva Fennica vol. 50 no. 4 article id 1559
Manner J., Palmroth L. et al. (2016) Load level forwarding work element analysis base.. Silva Fennica vol. 50 no. 3 article id 1546
McEwan A., Magagnotti N. et al. (2016) The effects of number of stems per stool on cutt.. Silva Fennica vol. 50 no. 2 article id 1448
Potapov I., Järvenpää M. et al. (2015) Data-based stochastic modeling of tree growth an.. Silva Fennica vol. 50 no. 1 article id 1413
Poschenrieder W., Rais A. et al. (2015) Modelling sawn timber volume and strength develo.. Silva Fennica vol. 50 no. 1 article id 1393
Buongiorno J., (2015) Income and time dependence of forest product dem.. Silva Fennica vol. 49 no. 5 article id 1395
Tuominen S., Balazs A. et al. (2015) Unmanned aerial system imagery and photogrammetr.. Silva Fennica vol. 49 no. 5 article id 1348
Borges P., Bergseng E. et al. (2015) Impact of maximum opening area constraints on pr.. Silva Fennica vol. 49 no. 5 article id 1347
Mola-Yudego B., Picchi G. et al. (2015) Assessing chipper productivity and operator effe.. Silva Fennica vol. 49 no. 5 article id 1342
Bujoczek L., Bujoczek M. et al. (2015) Spruce regeneration on woody microsites in a sub.. Silva Fennica vol. 49 no. 3 article id 1337
Midmore E. K., McCartan S. A. et al. (2015) Using thermal time models to predict germination.. Silva Fennica vol. 49 no. 2 article id 1266
Hökkä H., Mäkelä H. (2015) Post-harvest height growth of Norway spruce seed.. Silva Fennica vol. 48 no. 5 article id 1192
Repola J., Ahnlund Ulvcrona K. (2014) Modelling biomass of young and dense Scots pine .. Silva Fennica vol. 48 no. 5 article id 1190
Korpela I., Mehtätalo L. et al. (2014) Tree species identification in aerial image data.. Silva Fennica vol. 48 no. 3 article id 1087
Henke M., Huckemann S. et al. (2014) Reconstructing leaf growth based on non-destruct.. Silva Fennica vol. 48 no. 2 article id 1019
Turtiainen M., Miina J. et al. (2013) Empirical prediction models for the coverage and.. Silva Fennica vol. 47 no. 3 article id 1005
Ersson B. T., Jundén L. et al. (2013) Simulated productivity of one- and two-armed tre.. Silva Fennica vol. 47 no. 2 article id 958
Hyppönen M., Hallikainen V. et al. (2013) The contradictory role of understory vegetation .. Silva Fennica vol. 47 no. 1 article id 903
Tuominen S., Haapanen R. (2013) Estimation of forest biomass by means of genetic.. Silva Fennica vol. 47 no. 1 article id 902
Erber G., Kanzian C. et al. (2012) Predicting moisture content in a pine logwood pi.. Silva Fennica vol. 46 no. 4 article id 910
Meen E., Nielsen A. et al. (2012) Forest stand modelling as a tool to predict perf.. Silva Fennica vol. 46 no. 4 article id 906
de Mello A. A., Nutto L. et al. (2012) Individual biomass and carbon equations for Mimo.. Silva Fennica vol. 46 no. 3 article id 44
Lu M., Nygren P. et al. (2011) Application of the functional-structural tree mo.. Silva Fennica vol. 45 no. 3 article id 450
Marques S., Garcia-Gonzalo J. et al. (2011) Developing post-fire Eucalyptus globulus stand d.. Silva Fennica vol. 45 no. 1 article id 32
Berlin M., Lönnstedt L. et al. (2010) Developing a Scots pine breeding objective: a ca.. Silva Fennica vol. 44 no. 4 article id 132
Pukkala T., Hokkanen T. et al. (2010) Prediction models for the annual seed crop of No.. Silva Fennica vol. 44 no. 4 article id 131
Martín-Alcón S., González-Olabarría J. R. et al. (2010) Wind and snow damage in the Pyrenees pine forest.. Silva Fennica vol. 44 no. 3 article id 138
Korpela I., Ørka H. O. et al. (2010) Tree species classification using airborne LiDAR.. Silva Fennica vol. 44 no. 2 article id 156
Tuominen S., Eerikäinen K. et al. (2010) Mapping biomass variables with a multi-source fo.. Silva Fennica vol. 44 no. 1 article id 458
Suvanto A., Maltamo M. (2010) Using mixed estimation for combining airborne la.. Silva Fennica vol. 44 no. 1 article id 164
Mola-Yudego B., (2010) Regional potential yields of short rotation will.. Silva Fennica vol. 44 no. 1 article id 163
Sumida A., Nakai T. et al. (2009) Ground-based estimation of leaf area index and v.. Silva Fennica vol. 43 no. 5 article id 174
Miina J., Hotanen J.-P. et al. (2009) Modelling the abundance and temporal variation i.. Silva Fennica vol. 43 no. 4 article id 181
Deckmyn G., Mali B. et al. (2009) Using the process-based stand model ANAFORE incl.. Silva Fennica vol. 43 no. 3 article id 204
Gjerdrum P., Bernabei M. (2009) Three-dimensional spiral grain pattern in five l.. Silva Fennica vol. 43 no. 3 article id 200
Thomas R. E., (2009) Modeling the relationships among internal defect.. Silva Fennica vol. 43 no. 3 article id 199
Ikonen V.-P., Kellomäki S. et al. (2009) Sawn timber properties of Scots pine as affected.. Silva Fennica vol. 43 no. 3 article id 197
Nikula A., Hallikainen V. et al. (2008) Modelling the factors predisposing Scots pine to.. Silva Fennica vol. 42 no. 4 article id 235
Wutzler T., (2008) Effect of the aggregation of multi-cohort mixed .. Silva Fennica vol. 42 no. 4 article id 232
Seidl R., Rammer W. et al. (2008) Does conversion of even-aged, secondary conifero.. Silva Fennica vol. 42 no. 3 article id 243
Temesgen H., Barrett T. M. et al. (2008) Estimating cavity tree abundance using Nearest N.. Silva Fennica vol. 42 no. 3 article id 241
Nuutinen Y., Väätäinen K. et al. (2008) The accuracy of manually recorded time study dat.. Silva Fennica vol. 42 no. 1 article id 264
Fox J. C., Bi H. et al. (2008) Modelling spatial dependence in an irregular nat.. Silva Fennica vol. 42 no. 1 article id 262
Rautiainen M., Mõttus M. et al. (2008) Crown envelope shape measurements and models Silva Fennica vol. 42 no. 1 article id 261
Hallikainen V., Hyppönen M. et al. (2007) Establishment and height development of harveste.. Silva Fennica vol. 41 no. 1 article id 308
Repola J., (2006) Models for vertical wood density of Scots pine, .. Silva Fennica vol. 40 no. 4 article id 322
Huuskonen S., Hynynen J. (2006) Timing and intensity of precommercial thinning a.. Silva Fennica vol. 40 no. 4 article id 320
Diéguez-Aranda U., Grandas-Arias J. A. et al. (2006) Site quality curves for birch stands in north-we.. Silva Fennica vol. 40 no. 4 article id 319
Muukkonen P., Mäkipää R. et al. (2006) Relationship between biomass and percentage cove.. Silva Fennica vol. 40 no. 2 article id 340
Vajda A., Venäläinen A. et al. (2006) Effect of vegetation on snow cover at the northe.. Silva Fennica vol. 40 no. 2 article id 338
Lexerød N., Eid T. (2005) Recruitment models for Norway spruce, Scots pine.. Silva Fennica vol. 39 no. 3 article id 376
Kalliovirta J., Tokola T. (2005) Functions for estimating stem diameter and tree .. Silva Fennica vol. 39 no. 2 article id 386
Repo T., Laukkanen J. et al. (2005) Measurement of the tree root growth using electr.. Silva Fennica vol. 39 no. 2 article id 380
Bolkesjø T. F., (2005) Projecting pulpwood prices under different assum.. Silva Fennica vol. 39 no. 1 article id 399
Mehtätalo L., (2005) Height-diameter models for Scots pine and birch .. Silva Fennica vol. 39 no. 1 article id 395
Calama R., Montero G. (2005) Multilevel linear mixed model for tree diameter .. Silva Fennica vol. 39 no. 1 article id 394
Sterba H., (2004) Equilibrium curves and growth models to deal wit.. Silva Fennica vol. 38 no. 4 article id 409
Jutras S., Hökkä H. et al. (2003) Modeling mortality of individual trees in draine.. Silva Fennica vol. 37 no. 2 article id 504
Ihalainen M., Salo K. et al. (2003) Empirical prediction models for Vaccinium myrtil.. Silva Fennica vol. 37 no. 1 article id 513
Dzierzon H., Sievänen R. et al. (2003) Enhanced possibilities for analyzing tree struct.. Silva Fennica vol. 37 no. 1 article id 510
Vellak K., Paal J. et al. (2003) Diversity and distribution pattern of bryophytes.. Silva Fennica vol. 37 no. 1 article id 508
Pukkala T., Miina J. et al. (2002) Thinning response and thinning bias in a young S.. Silva Fennica vol. 36 no. 4 article id 524
Aphalo P. J., Schoettle A. W. et al. (2002) Leaf life span and the mobility of “non-mobile” .. Silva Fennica vol. 36 no. 3 article id 532
Aalto T., Hari P. et al. (2002) Comparison of an optimal stomatal regulation mod.. Silva Fennica vol. 36 no. 3 article id 529
Nevalainen S., (2002) The incidence of Gremmeniella abietina in relati.. Silva Fennica vol. 36 no. 2 article id 538
Pennanen J., (2002) Forest age distribution under mixed-severity fir.. Silva Fennica vol. 36 no. 1 article id 559
Sironen S., Kangas A. et al. (2001) Estimating individual tree growth with the k-nea.. Silva Fennica vol. 35 no. 4 article id 580
Tomppo E., Korhonen K. T. et al. (2001) Multi-source inventory of the forests of the Heb.. Silva Fennica vol. 35 no. 3 article id 587
Nuutinen T., Kellomäki S. (2001) A comparison of three modelling approaches for l.. Silva Fennica vol. 35 no. 3 article id 586
Rohner M., Böswald K. (2001) Forestry development scenarios: timber productio.. Silva Fennica vol. 35 no. 3 article id 585
Nyström K., Ståhl G. (2001) Forecasting probability distributions of forest .. Silva Fennica vol. 35 no. 2 article id 595
Zucchini W., Schmidt M. et al. (2001) A model for the diameter-height distribution in .. Silva Fennica vol. 35 no. 2 article id 594
Minkkinen K., Laine J. et al. (2001) Tree stand development and carbon sequestration .. Silva Fennica vol. 35 no. 1 article id 603
Kangas J., Leskinen P. et al. (2000) Integrating timber price scenario modeling with .. Silva Fennica vol. 34 no. 4 article id 621
Daume S., Robertson D. (2000) A heuristic approach to modelling thinnings Silva Fennica vol. 34 no. 3 article id 628
Nuutinen T., Hirvelä H. et al. (2000) The role of peatlands in Finnish wood production.. Silva Fennica vol. 34 no. 2 article id 636
Lexer M. J., Hönninger K. et al. (2000) The sensitivity of central European mountain for.. Silva Fennica vol. 34 no. 2 article id 635
Lindner M., Lasch P. et al. (2000) Alternative forest management strategies under c.. Silva Fennica vol. 34 no. 2 article id 634
Heikkinen V.-P., Kanto A. (2000) Market model with long-term effects – empirical .. Silva Fennica vol. 34 no. 1 article id 645
Koskela J., (2000) A process-based growth model for the grass stage.. Silva Fennica vol. 34 no. 1 article id 640
Vettenranta J., Miina J. (1999) Optimizing thinnings and rotation of Scots pine .. Silva Fennica vol. 33 no. 1 article id 671
Vettenranta J., (1999) Distance-dependent models for predicting the dev.. Silva Fennica vol. 33 no. 1 article id 670
Hökkä H., Penttilä T. (1999) Modelling the dynamics of wood productivity on d.. Silva Fennica vol. 33 no. 1 article id 668
Pasanen K., (1998) Integrating variation in tree growth into forest.. Silva Fennica vol. 32 no. 1 article id 697
Kogler C., Rauch P. (2018) Discrete event simulation of multimodal and unim.. Silva Fennica vol. 52 no. 4 article id 9984
Henry M., Picard N. et al. (2011) Estimating tree biomass of sub-Saharan African f.. Silva Fennica vol. 45 no. 3B article id 38
Groot A., Gauthier S. et al. (2004) Stand dynamics modelling approaches for multicoh.. Silva Fennica vol. 38 no. 4 article id 411
Givnish T. J., (2002) Adaptive significance of evergreen vs. deciduous.. Silva Fennica vol. 36 no. 3 article id 535
Frey J., Schindler Z. et al. (2025) The 3D reconstruction of wood and leaves from te.. Silva Fennica vol. 59 no. 1 article id 24027
Hovi A., Lukeš P. et al. (2022) Small geographical variability observed in Norwa.. Silva Fennica vol. 56 no. 2 article id 10683
Miina J., Kurttila M. (2022) A model for the sap yield of birches tapped by c.. Silva Fennica vol. 56 no. 2 article id 10679
Kuusinen N., Hovi A. et al. (2021) Contribution of woody elements to tree level ref.. Silva Fennica vol. 55 no. 5 article id 10600
Niemi M. T., (2021) Improvements to stream extraction and soil wetne.. Silva Fennica vol. 55 no. 5 article id 10557
Matisons R., Šņepsts G. et al. (2018) Dominant height growth of European beech at the .. Silva Fennica vol. 52 no. 1 article id 7818
Turtiainen M., Miina J. et al. (2016) Modelling the coverage and annual variation in b.. Silva Fennica vol. 50 no. 4 article id 1573
Mattila O., Hämäläinen K. et al. (2016) Strategic business networks in the Finnish wood .. Silva Fennica vol. 50 no. 3 article id 1544
Krooks A., Kaasalainen S. et al. (2014) Predicting tree structure from tree height using.. Silva Fennica vol. 48 no. 2 article id 1125
Saksa T., Heiskanen J. et al. (2005) Multilevel modelling of height growth in young N.. Silva Fennica vol. 39 no. 1 article id 403
Leinonen I., Hänninen H. (2002) Adaptation of the timing of bud burst of Norway .. Silva Fennica vol. 36 no. 3 article id 534
Ripatti P., (2000) Use of log-linear models in forecasting structur.. Silva Fennica vol. 34 no. 3 article id 631
Fekedulegn D., Mac Siurtain M. P. et al. (1999) Parameter estimation of nonlinear growth models .. Silva Fennica vol. 33 no. 4 article id 653
Mäkelä A., Givnish T. J. et al. (2002) Challenges and opportunities of the optimality a.. Silva Fennica vol. 36 no. 3 article id 528