Printer friendly version Share

News Release

Optimizing forest management under uncertain growth and economic conditions

24 August 2012 European Forest Institute

Forest management instructions often include recommendations for rotation lengths, thinning years and thinning intensities. However, under uncertain growth and economic conditions, these may not be optimal. Forest management should produce rules that allow forest landowners to adapt their management to changing situations. In their recent study, Pukkala and Kellomäki show how this can be done when both tree growth and timber price are stochastic.

In their article, Pukkala and Kellomäki call optimization that produces fixed cutting years, cutting basal areas or cutting diameters ‘anticipatory optimization’. Optimization that produces rules on how to react to the actual state of nature is called ‘adaptive optimization’. Both optimization approaches lead to the same management strategy when growth and all other factors are deterministic. Differences appear when growth or price is stochastic.

The calculations were carried out for a mixed stand of Scots pine, Norway spruce and birch under the conditions of the northern boreal case study area in the project “MOdels for AdapTIVE forest Management” (MOTIVE). Results show that increase in tree growth rate under climate change does not strongly affect the optimal management if timber price is fixed. However, if timber prices vary, it is usually beneficial to delay clear-felling whether or not there is a climate-induced trend in tree growth. It is also beneficial to distribute the incomes more evenly among different cutting events when risk and risk aversion increase. In mixed stands, there will be more alternatives for the adaptation of management, as the preference for tree species can be changed over time based on their growth and the prices of the different assortments.

”The study showed what clever forest landowners already know. When future round wood prices and uses are unknown, the landowner should continuously have several tree species and timber assortments in his forest. Growing only spruce in even-aged stands is risky business. We hope that our study will promote diversified forest management, leading to diversified forest structures”, says Prof. Timo Pukkala from the School of Forest Sciences at the University of Eastern Finland.

Anticipatory vs adaptive optimization of stand management when tree growth and timber prices are stochastic by Timo Pukkala and Seppo Kellomäki has been published in Forestry (2012). The full article can be downloaded at

Elhuyar with Basque FNSF ad Cambridge app finger expertsvar 2015 New Norwegian logo twitter ad