Table 1. Description of the pixel data from Central and Eastern Norway used in the case study. The table shows the number of pixels for each site index / initial rot level combination and its cumulative distribution in the last row.
Site Index spruce Rot level (%)
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 100 Total
10 321 131 148 129 106 61 43 27 19 21 11 4 4 2 1 1 1 1 1 0 1032
12 895 365 290 253 135 114 81 47 42 22 19 8 5 6 1 2 1 1 1 0 2288
14 1235 583 468 399 319 228 208 133 129 102 48 43 21 20 14 6 3 0 1 0 3960
16 816 281 225 145 104 80 54 37 35 28 27 20 11 5 3 3 2 0 0 1 1877
18 523 286 202 162 112 72 55 43 23 22 13 14 6 4 3 0 0 1 1 0 1542
20 697 290 226 190 110 75 48 34 26 18 3 8 1 2 0 0 0 0 0 0 1728
22 13 9 7 7 3 2 5 1 0 0 1 0 0 0 0 0 0 0 0 0 48
Total 4500 1945 1566 1285 889 632 494 322 274 213 122 97 48 39 22 12 7 3 4 1 12 475
Distr. 36% 52% 64% 75% 82% 87% 91% 93% 95% 97% 98% 99% 99% 100% 100% 100% 100% 100% 100% 100%
1

Fig. 1. Pixel data distribution regarding site index and rot level within the 71 stands analysed in central and eastern Norway. (a) Site index distribution when aggregating the stands by its dominant site index (heterogeneous areas). (b) Rot level intervals distribution when aggregating the stands by their dominant site index (heterogeneous areas).

Table 2. Optimal tree species for each combination of site index, initial rot level, and rotation length. P stands for Pinus sylvestris (pine) and S for Picea abies (spruce). The economically optimal rotation age (NPV based considering an interest rate of 3%) for each site index given a homogenous rot level is indicated in bold. The brackets indicate negative NPVs, while the lack indicates positive NPVs.
H40 Site
Index
Rotation
length
(years)
Initial rot level (%)
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
Spruce -10 55–80 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Pine -12   85 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
90 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Spruce - 12 55–75 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Pine - 13     80 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
85 (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
90 (S) (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Spruce - 14 55 (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Pine - 14           60 (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
65–70 (S) (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
75 S (S) (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
80 S S (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
85 S S (S) (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
90 S (S) (S) (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Spruce - 16 55 S (S) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P) (P)
Pine - 16           60 S S P P P P P P P P P P P P P P P (P) (P) (P) (P)
65 S S S P P P P P P P P P P P P P P P P P P
70 S S S P P P P P P P P P P P P P P P P P P
75 S S S S P P P P P P P P P P P P P P P P P
80 S S S S P P P P P P P P P P P P P P P P P
85–90 S S S S S P P P P P P P P P P P P P P P P
Spruce - 18 55 S S S S S P P P P P P P P P P P P P P (P) (P)
Pine - 17       60–65 S S S S S P P P P P P P P P P P P P P P P
70 S S S S S S P P P P P P P P P P P P P P P
75 S S S S S S P P P P P P P P P P P P P P P
80–90 S S S S S S P P P P P P P P P P P P P P P
Spruce - 20 55–65 S S S S S S S P P P P P P P P P P P P P P
Pine - 18   70 S S S S S S S P P P P P P P P P P P P P P
75–90 S S S S S S S P P P P P P P P P P P P P P
Spruce - 22 55–60 S S S S S S S P P P P P P P P P P P P P P
Pine - 20       65 S S S S S S S P P P P P P P P P P P P P P
70 S S S S S S S S P P P P P P P P P P P P P
75–85 S S S S S S S S P P P P P P P P P P P P P
90 S S S S S S S P P P P P P P P P P P P P P
Spruce - 24 55–60 S S S S S S S S P P P P P P P P P P P P P
Pine - 21         65 S S S S S S S S S P P P P P P P P P P P P
70 S S S S S S S S S P P P P P P P P P P P P
75 S S S S S S S S S P P P P P P P P P P P P
80–85 S S S S S S S S P P P P P P P P P P P P P
90 S S S S S S S P P P P P P P P P P P P P P
2

Fig. 2. Precision forestry method results. (a) Share of stands where the most profitable option was planting Picea abies (spruce) only or planting mixed species according to the site index and rot level (Precision forestry). (b) Increase in LEV (€ ha–1) observed in the stands where Precision forestry yields the best results. The values are obtained by comparing the results of the Precision forestry method to the best single species (only Picea abies or Pinus sylvestris – whichever is the best) alternative.

3

Fig. 3. Decrease in NPV (€ ha–1), considering the economically optimal rotation age when choosing the non-optimal species. The bulleted part of the graph refers to the losses when planting Pinus sylvestris (pine) instead of Picea abies (spruce) in a homogeneous area. The non-bulleted part of the graph refers to the losses when planting Picea abies (spruce) instead of Pinus sylvestris (pine) in a homogeneous area. The lines refer to different site indexes.