Free Access
Table II
Parameter estimates, their standard errors and goodness of fit statistics for the models developed to predict total above ground biomass. Values of root mean square error (RMSE) and the Akaike information criterion (AIC) can only be used for comparisons with the same class of model (i.e. logarithmic transformed models or weighted arithmetic models).
Equation No. | Parameter estimates | RMSE | AIC | FI | R2 | ||||
---|---|---|---|---|---|---|---|---|---|
|
|||||||||
β 0 | β 1 | β 2 | β 3 | β 4 | |||||
Logarithmic transformed models | |||||||||
3 | –1.9400 | 2.1824 | – | – | – | 0.2917 | 323.5 | 13.72 | 0.92 |
(0.3726) | (0.1236) | ||||||||
4 | –0.5816 | 1.1240 | 0.2030 | – | – | 0.2332 | 44.8 | 10.97 | 0.95 |
(0.3667) | (0.1212) | (0.0108) | |||||||
5 | –2.1004 | 1.8594 | 0.4370 | 0.2709 | 234.0 | 12.74 | 0.93 | ||
(0.3672) | (0.1282) | (0.1310) | |||||||
6 | –0.9753 | 1.0241 | 0.1811 | 0.3399 | – | 0.2268 | 13.6 | 10.67 | 0.95 |
(0.3375) | (0.1127) | (0.0110) | (0.1100) | ||||||
7 | –0.9069 | 1.2273 | 0.1411 | –0.0078 | 0.0840 | 0.2266 | 11.4 | 10.66 | 0.95 |
0.3452 | 0.1357 | 0.0221 | 0.2126 | 0.0400 | |||||
8 | –2.4150 | 0.8186 | – | – | – | 0.2768 | 246.9 | 13.02 | 0.93 |
0.4170 | 0.0455 | ||||||||
9 | –1.1602 | 0.4859 | 0.0219 | – | – | 0.2383 | 58.2 | 11.20 | 0.95 |
Weighted arithmetic models | |||||||||
13 | 0.1291 | 2.2718 | – | – | – | 0.3052 | 5436 | 16.39 | 0.88 |
0.0080 | 0.0435 | ||||||||
14 | 0.1039 | 0.8229 | – | – | – | 0.2409 | 5406 | 16.12 | 0.94 |
(0.0113) | (0.0071) | ||||||||
15 | 0.0944 | 1.5286 | – | – | – | 0.2433 | 5458 | 16.76 | 0.95 |
(0.0111) | (0.0214) | ||||||||
16 | 0.0994 | 0.4206 | 0.2694 | 5347 | 15.38 | 0.95 | |||
(0.0101) | (0.0213) | ||||||||
17 | 0.0977 | 2.0362 | 0.3845 | – | – | 0.2734 | 5349 | 15.38 | 0.95 |
(0.0100) | (0.0472) | (0.0555) | |||||||
18 | 69.4057 | 0.2877 | – | – | – | 0.1007 | 5721 | 19.59 | 0.78 |
(45.5534) | (0.0053) | ||||||||
19 | 2.0597 | 0.0185 | – | – | – | 0.2190 | 5571 | 18.18 | 0.94 |
(0.9392) | (0.0010) | ||||||||
20 | 0.7013 | 0.0807 | – | – | – | 0.1620 | 5237 | 13.97 | 0.97 |
(0.3527) | (0.0057) |