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Articles containing the keyword 'non-parametric prediction'

Category : Research article

article id 9972, category Research article
Jukka Malinen, Harri Kilpeläinen, Erkki Verkasalo. (2018). Validating the predicted saw log and pulpwood proportions and gross value of Scots pine and Norway spruce harvest at stand level by Most Similar Neighbour analyses and a stem quality database. Silva Fennica vol. 52 no. 4 article id 9972. https://doi.org/10.14214/sf.9972
Keywords: stem quality; bucking; non-parametric prediction; database; assortment recovery; value recovery
Highlights: Non-parametric prediction together with external stem quality database provides predictions usable for pre-harvest assessment at a stand level; The prediction of Norway spruce assortment recovery and value proved to be more accurate than the predictions for Scots pine; RMSE and bias of unit prices were 3.50 € m–3 and 0.58 € m–3 for pine and 2.60 € m–3 and 0.35 € m–3 for spruce.
Abstract | Full text in HTML | Full text in PDF | Author Info

Detailed pre-harvest information about the volumes and properties of growing stocks is needed for increased precision in wood procurement planning for just-in-time wood deliveries by cut-to-length (CTL) harvesters. In the study, the non-parametric Most Similar Neighbour (MSN) methodology was evaluated for predicting external quality of Scots pine and Norway spruce, expressed as stem sections fulfilling the saw log dimension and quality requirements of Finnish forest industry, as they affect the recovery of timber assortments and the value of a pre-harvest stand. Effects of external tree quality were evaluated using saw log recovery and saw log reduction caused by stem defects, as well as total timber value (€) and average unit value (€ m–3) in a stand. Root mean square error (RMSE) of saw log recovery and reduction were 9.12 percentile points (pp) for Scots pine and 6.38 pp for Norway spruce stands. In the unit value considerations, the predictions compared with measurements resulted in the RMSE of 3.50 € m–3 and the bias of 0.58 € m–3 in Scots pine stands and 2.60 € m–3, and 0.35 € m–3 in Norway spruce stands, respectively. The presented MSN based approach together with the utilization of the external stem quality database included in the ARVO software could provide dimension and external quality predictions usable for pre-harvest assessment of timber stock at a stand level. This prediction methodology is usable especially in analyses where timber assortment recoveries, values and unit prices are compared when different bucking objectives are used.

  • Malinen, University of Eastern Finland, School of Forest Sciences, P.O. Box 111, FI-80101 Joensuu, Finland E-mail: jukka.malinen@uef.fi (email)
  • Kilpeläinen, Natural Resources Institute Finland (Luke), Production systems, Yliopistokatu 6, FI-80100 Joensuu, Finland E-mail: harri.kilpelainen@luke.fi
  • Verkasalo, Natural Resources Institute Finland (Luke), Production systems, Yliopistokatu 6, FI-80100 Joensuu, Finland E-mail: erkki.verkasalo@luke.fi

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Larjavaara M., Kuuluvainen T. et al. (2004) Variation in forest fire ignition probability in.. Silva Fennica vol. 38 no. 3 article id 414 (remove) | Edit comment
Verkasalo E., (1992) Relationships of the modulus of elasticity and t.. Silva Fennica vol. 26 no. 3 article id 5483 (remove) | Edit comment
Hallingbäck H. R., Jansson G. et al. (2010) Which annual rings to assess grain angles in bre.. Silva Fennica vol. 44 no. 2 article id 154 (remove) | Edit comment
Keltikangas V., (1945) Fertility of drained bogs and their production c.. Acta Forestalia Fennica vol. 53 no. 1 article id 7384 (remove) | Edit comment
Pätiälä R.-V., Blomberg K. et al. (1978) Carbohydrates in the sap of silver birch and its.. Silva Fennica vol. 12 no. 4 article id 5009 (remove) | Edit comment
Jamalainen E. A., (1956) The control of needle cast of Scots pine with ch.. Silva Fennica vol. no. 88 article id 4649 (remove) | Edit comment
Långström B., Hellqvist C. et al. (2004) Comparison of methods for estimation of needle l.. Silva Fennica vol. 38 no. 1 article id 432 (remove) | Edit comment
Wallden P., (1934) Studies on relationship between anatomical struc.. Acta Forestalia Fennica vol. 40 no. 14 article id 7291 (remove) | Edit comment
Rantala J., Harstela P. et al. (2009) A techno-economic evaluation of Bracke and M-pla.. Silva Fennica vol. 43 no. 4 article id 186 (remove) | Edit comment
Bolli J. C., Rigling A. et al. (2007) The influence of changes in climate and land-use.. Silva Fennica vol. 41 no. 1 article id 307 (remove) | Edit comment
Päivinen R., Yli-Kojola H. (1989) Permanent sample plots in large-area forest inve.. Silva Fennica vol. 23 no. 3 article id 5386 (remove) | Edit comment
Heliövaara K., Väisänen R. (1986) Parasitization in Petrova resinella (Lepidoptera.. Silva Fennica vol. 20 no. 3 article id 5276 (remove) | Edit comment
Kvist K., Jakobsson C. (1981) Vegetation injury occurring after winter at a fe.. Silva Fennica vol. 15 no. 4 article id 5138 (remove) | Edit comment
Matero J., (2004) Cost-effective measures for diffuse load abateme.. Silva Fennica vol. 38 no. 3 article id 420 (remove) | Edit comment
Petäistö R.-L., (1999) Growth phase of bare-root Scots pine seedlings a.. Silva Fennica vol. 33 no. 3 article id 655 (remove) | Edit comment
Einola J., (1957) Joint costs of logging in Finland Acta Forestalia Fennica vol. 66 no. 4 article id 7474 (remove) | Edit comment
Lehtonen I., (1978) Nutrient cycle in a Scots pine stand: IV The amo.. Silva Fennica vol. 12 no. 1 article id 4988 (remove) | Edit comment
Raitio H., (1987) The significance of the number of needle year cl.. Silva Fennica vol. 21 no. 1 article id 5303 (remove) | Edit comment
Johansson K., Langvall O. et al. (2012) Optimization of environmental factors affecting .. Silva Fennica vol. 46 no. 1 article id 64 (remove) | Edit comment