JOURNAL OF NANJING FORESTRY UNIVERSITY ›› 2020, Vol. 44 ›› Issue (4): 159-166.doi: 10.3969/j.issn.1000-2006.201907010
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WANG Dongzhi1(), HU Xuejiao1, LI Dayong2, GAO Yushan1, LI Tianyu1
Received:
2019-07-08
Revised:
2019-09-23
Online:
2020-07-22
Published:
2020-08-13
CLC Number:
WANG Dongzhi, HU Xuejiao, LI Dayong, GAO Yushan, LI Tianyu. Creating site indexes for needle and broadleaved mixed forest using the nonlinear mixed effect model[J]. JOURNAL OF NANJING FORESTRY UNIVERSITY, 2020, 44(4): 159-166.
Table 1
The basic statistical analysis of survey data"
数据 data | 树种 species | 株数number | 统计量 statistics | 平均值mean | 最大值max. | 最小值min. | 标准差SD |
---|---|---|---|---|---|---|---|
建模数据 modeling data | 华北落叶松 Larix principis?rupprechtii | 249 | 年龄/a age | 29.72 | 45.00 | 14.00 | 5.87 |
胸径/cm DBH | 19.91 | 34.70 | 7.20 | 5.02 | |||
树高/m height | 11.66 | 17.50 | 5.20 | 2.04 | |||
白桦 Betula platyphylla | 249 | 年龄/a age | 29.27 | 57.00 | 12.00 | 6.80 | |
胸径/cm DBH | 17.11 | 33.20 | 6.80 | 4.22 | |||
树高/m height | 10.67 | 18.30 | 6.80 | 1.83 | |||
检验数据 test data | 华北落叶松 Larix principis?rupprechtii | 166 | 年龄/a age | 29.73 | 43.00 | 17.00 | 5.43 |
胸径/cm DBH | 19.84 | 31.40 | 8.10 | 4.43 | |||
树高/m height | 11.79 | 16.80 | 5.60 | 2.13 | |||
白桦 Betula platyphylla | 166 | 年龄/a age | 29.59 | 54.00 | 14.00 | 6.01 | |
胸径/cm DBH | 16.91 | 32.40 | 7.90 | 3.55 | |||
树高/m height | 10.66 | 18.80 | 6.80 | 1.69 |
Table 3
The fitting and evaluation of the basic model"
树种 species | 模型model | a | b | c | R2 | Bias | RMSE |
---|---|---|---|---|---|---|---|
Ⅰ | M1 | 15.455 (2.718) | 0.046 (0.038) | 0.896 (0.589) | 0.93 | 0.93 | 1.77 |
M2 | 18.981 (7.119) | 18.915 (12.180) | 1.116 (0.657) | 0.87 | 0.95 | 1.88 | |
M3 | 0.662 (0.231) | 0.792 (0.165) | -0.242 (0.029) | 0.90 | -0.99 | 1.80 | |
M4 | 15.362 (3.124) | 0.057 (0.047) | 0.961 (0.381) | 0.91 | 0.96 | 1.79 | |
M5 | 23.420 (19.168) | 0.614 (0.707) | 5.481 (6.574) | 0.85 | 1.99 | 2.13 | |
M6 | 14.434 (1.191) | 0.894 (0.392) | 0.081 (0.029) | 0.89 | -0.97 | 1.91 | |
Ⅱ | M1 | 16.369 (133.9) | 0.002 (0.109) | 0.156 (0.230) | 0.87 | 1.23 | 2.93 |
M2 | 23.235 (7 691.7) | 0.009 (117.4) | -0.049 (10.891) | 0.73 | 2.57 | 4.00 | |
M3 | 18.207 (543.1) | -0.179 (0.013) | -1.811 (0.018) | 0.84 | 0.64 | 2.32 | |
M4 | 17.459 (2 451.9) | 0.878 (2 046.3) | 0.013 (16.734) | 0.81 | 1.42 | 3.86 | |
M5 | 14.159 (413 971) | 0.010 (198.4) | 1.511 (29 222.5) | 0.51 | -5.25 | 11.02 | |
M6 | 24.451 (3.5) | 0.285 (0.12) | 0.015 (0.004) | 0.89 | 1.11 | 1.84 |
Table 4
The fitting and evaluation of nonlinear mixed effect model of different tree species"
模型model | 参数parameters | 估计值estimate | SE | P | R2 | BIC | AIC | -2 Log likelihood |
---|---|---|---|---|---|---|---|---|
(14) | a | 16.285 0 | 5.080 | 0.002 | 0.96 | 1 501.1 | 1 489.1 | 1 478.9 |
b | 0.030 0 | 0.042 | 0.047 | |||||
c | 0.620 0 | 0.411 | 0.035 | |||||
μ | 3.977 0 | 2.605 | 0.031 | |||||
(15) | a | 67.339 0 | 6.648 | <0.001 | 0.93 | 1 612.3 | 1 609.2 | 1 610.1 |
b | 0.000 4 | 0.013 | 0.027 | |||||
c | 0.398 0 | 0.038 | <0.001 | |||||
μ | 0.001 0 | 0.001 | <0.001 | |||||
(16) | a | 118.020 0 | 41.560 | 0.407 | 0.91 | 9 669.7 | 9 657.6 | 9 647.6 |
b | 2.840 0 | 1.255 | 0.026 | |||||
c | 0.018 0 | 0.003 | <0.001 | |||||
μ | 0.011 0 | 0.003 | 0.002 | |||||
(17) | a | 14.701 0 | 0.078 | <0.001 | 0.95 | 1 422.7 | 1 430.6 | 1 420.6 |
b | 0.792 0 | 0.025 | <0.001 | |||||
c | 0.058 5 | 0.001 | <0.001 | |||||
μ | 0.001 0 | 0.001 | <0.001 |
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