Current issue: 60(1)

Under compilation: 60(2)

Scopus CiteScore 2023: 3.5
Scopus ranking of open access forestry journals: 17th
PlanS compliant
Select issue
Silva Fennica 1926-1997
1990-1997
1980-1989
1970-1979
1960-1969
Acta Forestalia Fennica
1953-1968
1933-1952
1913-1932

Articles by Maria Villikka

Category : Research article

article id 68, category Research article
Maria Villikka, Petteri Packalén, Matti Maltamo. (2012). The suitability of leaf-off airborne laser scanning data in an area-based forest inventory of coniferous and deciduous trees. Silva Fennica vol. 46 no. 1 article id 68. https://doi.org/10.14214/sf.68
Keywords: forest inventory; group-specific estimates; leaf-off data; LIDAR
Abstract | View details | Full text in PDF | Author Info
This study examined the suitability of airborne laser scanner (ALS) data collected under leaf-off conditions in a forest inventory, in which deciduous and coniferous trees need to be separated. All analyses were carried out with leaf-on and leaf-off ALS data collected from the same study area. Additionally, aerial photographs were utilized in the Nearest Neighbor (NN) imputations. An area-based approach was used in this study. Regression estimates of plot volume were more accurate in the case of leaf-off than leaf-on data. In addition, regression models were more accurate in coniferous plots than in deciduous plots. The results of applying leaf-on models with leaf-off data, and vice versa, indicate that leaf-on and leaf-off data should not be combined since this causes serious bias. The total volume and volume by coniferous and deciduous trees was estimated by the NN imputation. In terms of total volume, leaf-off data provided more accurate estimates than leaf-on data. In addition, leaf-off data discriminated between coniferous and deciduous trees, even without the use of aerial photographs. Accurate results were also obtained when leaf-off ALS data were used to classify sample plots into deciduous and coniferous dominated plots. The results indicate that the area-based method and ALS data collected under leaf-off conditions are suitable for forest inventory in which deciduous and coniferous trees need to be distinguished.
  • Villikka, University of Easten Finland, Department of Forest Sciences, Joensuu, Finland E-mail: mv@nn.fi
  • Packalén, University of Easten Finland, Department of Forest Sciences, Joensuu, Finland E-mail: petteri.packalen@uef.fi (email)
  • Maltamo, University of Easten Finland, Department of Forest Sciences, Joensuu, Finland E-mail: mm@nn.fi

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
Send to email
de Miguel S., (2023) Artificial intelligence-driven disruption in sci.. Silva Fennica vol. 57 no. 1 article id 23011 (remove) | Edit comment
Metsätieteellinen Tutkimuslaitos ., Suomen Metsänhoitoyhdistys . et al. (1929) Improving the productivity of forestry in Finland Silva Fennica vol. no. 12 article id 4453 (remove) | Edit comment
Häkkilä M., (1979) Effects of the revision of the forest taxation l.. Silva Fennica vol. 13 no. 4 article id 5053 (remove) | Edit comment
Pohjanmies T., Elshibli S. et al. (2016) Fragmentation-related patterns of genetic differ.. Silva Fennica vol. 50 no. 2 article id 1510 (remove) | Edit comment
Leikola M., (1987) Metsien hoidon aatehistoriaa. Silva Fennica vol. 21 no. 4 article id 5323 (remove) | Edit comment
Jetsonen J., Laurén A. et al. (2025) Volume growth responses of Scots pine and Norway.. Silva Fennica vol. 59 no. 1 article id 24041 (remove) | Edit comment
Kellomäki S., Wuorenrinne H. (1979) Factors affecting deterioration of urban forests Silva Fennica vol. 13 no. 2 article id 5032 (remove) | Edit comment
Kellomäki S., Kanninen M. (1980) Eco-physiological studies on young Scots pine st.. Silva Fennica vol. 14 no. 4 article id 5092 (remove) | Edit comment
de Lera Garrido A., Gobakken T. et al. (2022) Estimating forest attributes in airborne laser s.. Silva Fennica vol. 56 no. 2 article id 10695 (remove) | Edit comment
Selander J., Kalo P. (1979) Evaluation of resistance of Scots pine seedlings.. Silva Fennica vol. 13 no. 2 article id 5022 (remove) | Edit comment
Meriluoto J., (1980) Applicability of MCPA- and 2,4,5-T-herbicides in.. Silva Fennica vol. 14 no. 4 article id 5086 (remove) | Edit comment
Selander J., Nuorteva M. (1980) Use of synthetic pheromones for the control of s.. Silva Fennica vol. 14 no. 2 article id 5074 (remove) | Edit comment