From: Impact of data model and point density on aboveground forest biomass estimation from airborne LiDAR
Study site | Data model | Model | Parameters | Point density (points m−2) | R2 | RMSE (Mg ha−1) | relRMSE(%) |
---|---|---|---|---|---|---|---|
Sierra Nevada Mountains | Echo | \(\hat{y} = \alpha X^{\beta }\) | α = 2.75; β = 1.52 | 20 | 0.70 | 85.15 | 43.50 |
10 | 0.70 | 85.00 | 43.42 | ||||
5 | 0.71 | 84.13 | 42.98 | ||||
1 | 0.70 | 85.10 | 43.47 | ||||
CHM | α = 11.72; β = 1.07 | 20 | 0.70 | 84.87 | 43.36 | ||
10 | 0.70 | 87.72 | 44.81 | ||||
5 | 0.71 | 93.90 | 47.97 | ||||
1 | 0.74 | 120.77 | 61.69 | ||||
Echo |  \(\hat{y} = \alpha x_{1}^{\beta } x_{2}^{\gamma }\) | α = 11.50; β = 1.20; γ = 0.88 | 20 | 0.79 | 70.67 | 36.10 | |
10 | 0.79 | 70.71 | 36.12 | ||||
5 | 0.80 | 69.66 | 35.59 | ||||
1 | 0.79 | 70.15 | 35.83 | ||||
CHM | α = 4.22; β = 1.39; γ = −0.62 | 20 | 0.76 | 73.84 | 37.72 | ||
10 | 0.77 | 76.98 | 39.33 | ||||
5 | 0.78 | 85.43 | 43.64 | ||||
1 | 0.78 | 128.20 | 65.49 | ||||
Barro Colorado Island | Echo | \(\hat{y} = \alpha X^{\beta }\) | α = 1.80; β = 1.61 | 10 | 0.71 | 30.08 | 12.36 |
5 | 0.71 | 30.12 | 12.38 | ||||
1 | 0.70 | 30.32 | 12.46 | ||||
CHM | α = 2.07; β = 1.49 | 10 | 0.70 | 30.42 | 12.50 | ||
5 | 0.70 | 31.78 | 13.06 | ||||
1 | 0.69 | 61.30 | 25.19 | ||||
Echo | \(\hat{y} = \alpha x_{1}^{\beta } x_{2}^{\gamma }\) | α = 9.24; β = 1.12; γ = 0.11 | 10 | 0.71 | 30.22 | 12.42 | |
5 | 0.71 | 30.25 | 12.43 | ||||
1 | 0.70 | 30.37 | 12.48 | ||||
CHM | α = 12.32; β = 0.97; γ = 0.13 | 10 | 0.69 | 31.00 | 12.74 | ||
5 | 0.70 | 31.75 | 13.04 | ||||
1 | 0.70 | 55.93 | 22.98 | ||||
Serra do Mar | Echo | \(\hat{y} = \alpha X^{\beta }\) | α = 2.69 (3.08); β = 1.88 (0.26) | 20 | 0.44 | 45.71 | 10.50 |
10 | 0.40 | 48.02 | 11.03 | ||||
5 | 0.44 | 46.02 | 10.57 | ||||
1 | 0.58 | 44.42 | 10.21 | ||||
CHM | α = 1.68 (2.47); β = 2.00 (0.33) | 20 | 0.45 | 45.47 | 10.45 | ||
10 | 0.40 | 50.63 | 11.63 | ||||
5 | 0.40 | 63.36 | 14.56 | ||||
1 | 0.46 | 136.39 | 31.34 | ||||
Echo | \(\hat{y} = \alpha x_{1}^{\beta } x_{2}^{\gamma }\) | α = 0.68 (1.43); β = 2.55 (0.42); γ = −3.3 (1.08) | 20 | 0.62 | 37.73 | 8.67 | |
10 | 0.58 | 39.77 | 9.14 | ||||
5 | 0.59 | 39.26 | 9.02 | ||||
1 | 0.69 | 38.93 | 8.94 | ||||
CHM | α = 2.70 (6.60); β = 2.14 (0.48); γ = −16.79 (16.34) | 20 | 0.45 | 45.43 | 10.44 | ||
10 | 0.38 | 48.90 | 11.24 | ||||
5 | 0.40 | 49.53 | 11.38 | ||||
1 | 0.37 | 67.23 | 15.45 |