Journal of Agricultural Science and Technology ›› 2025, Vol. 27 ›› Issue (3): 172-182.DOI: 10.13304/j.nykjdb.2023.0695
• BIO-MANUFACTURING & RESOURCE AND ECOLOGY • Previous Articles Next Articles
Yangchen MI(), Zheng ZHAO, Chengyu WANG, Lina YAN, Qiuping FENG, Shuxia LIU, Shijie LIU(
)
Received:
2023-09-18
Accepted:
2024-03-28
Online:
2025-03-15
Published:
2025-03-14
Contact:
Shijie LIU
米洋辰(), 赵政, 王呈玉, 闫丽娜, 冯秋苹, 刘淑霞, 刘世杰(
)
通讯作者:
刘世杰
作者简介:
米洋辰 E-mail: 1260345053@qq.com;
基金资助:
CLC Number:
Yangchen MI, Zheng ZHAO, Chengyu WANG, Lina YAN, Qiuping FENG, Shuxia LIU, Shijie LIU. Influence of Straw Returning Method on Soil Moisture Curve[J]. Journal of Agricultural Science and Technology, 2025, 27(3): 172-182.
米洋辰, 赵政, 王呈玉, 闫丽娜, 冯秋苹, 刘淑霞, 刘世杰. 不同秸秆还田方式对土壤水分特征曲线的影响[J]. 中国农业科技导报, 2025, 27(3): 172-182.
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URL: https://nkdb.magtechjournal.com/EN/10.13304/j.nykjdb.2023.0695
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | |||||||
---|---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | |||
0—20 | a | 0.200 3 | 0.437 4 | 0.372 0 | 0.404 9 | 0.325 1 | 0.251 3 | 0.237 3 | |
b | 0.361 2 | 0.123 3 | 0.215 4 | 0.240 0 | 0.390 7 | 0.321 4 | 0.326 0 | ||
决定系数R2 | 0.987 0 | 0.997 6 | 0.998 1 | 0.995 6 | 0.980 7 | 0.986 8 | 0.975 6 | ||
20—40 | a | 0.173 4 | 0.444 4 | 0.360 4 | 0.324 7 | 0.289 2 | 0.279 9 | 0.216 0 | |
b | 0.409 9 | 0.164 3 | 0.232 8 | 0.347 9 | 0.370 8 | 0.387 5 | 0.330 2 | ||
决定系数R2 | 0.943 3 | 0.963 7 | 0.976 7 | 0.998 2 | 0.981 0 | 0.967 6 | 0.944 8 |
Table 1 Gardner moisture characteristic curve equation parameters
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | |||||||
---|---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | |||
0—20 | a | 0.200 3 | 0.437 4 | 0.372 0 | 0.404 9 | 0.325 1 | 0.251 3 | 0.237 3 | |
b | 0.361 2 | 0.123 3 | 0.215 4 | 0.240 0 | 0.390 7 | 0.321 4 | 0.326 0 | ||
决定系数R2 | 0.987 0 | 0.997 6 | 0.998 1 | 0.995 6 | 0.980 7 | 0.986 8 | 0.975 6 | ||
20—40 | a | 0.173 4 | 0.444 4 | 0.360 4 | 0.324 7 | 0.289 2 | 0.279 9 | 0.216 0 | |
b | 0.409 9 | 0.164 3 | 0.232 8 | 0.347 9 | 0.370 8 | 0.387 5 | 0.330 2 | ||
决定系数R2 | 0.943 3 | 0.963 7 | 0.976 7 | 0.998 2 | 0.981 0 | 0.967 6 | 0.944 8 |
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 1.17 | 0.03 | 1.95 | 1.98 | 2.35 | 2.83 | 4.79 | |
1.0×105 | 0.91 | 0.05 | 0.48 | 0.73 | 1.97 | 1.51 | 2.10 | |
0—20 | 3.0×105 | 1.23 | 1.09 | 0.96 | 1.37 | 7.96 | 3.54 | 7.38 |
5.0×105 | 6.51 | 0.13 | 0.79 | 0.45 | 0.58 | 3.91 | 0.55 | |
1.0×106 | 7.06 | 0.08 | 1.14 | 1.06 | 3.40 | 2.08 | 4.16 | |
1.5×106 | 1.71 | 0.65 | 0.52 | 0.68 | 8.02 | 6.48 | 4.73 | |
0.0 | 1.37 | 0.04 | 4.18 | 1.68 | 3.11 | 1.39 | 6.62 | |
1.0×105 | 3.17 | 1.79 | 0.33 | 0.25 | 1.63 | 2.22 | 1.74 | |
20—40 | 3.0×105 | 3.68 | 3.32 | 5.50 | 1.80 | 8.03 | 10.98 | 10.09 |
5.0×105 | 8.93 | 3.13 | 2.41 | 2.08 | 3.19 | 3.56 | 9.40 | |
1.0×106 | 2.52 | 2.28 | 2.42 | 0.58 | 3.52 | 5.90 | 5.71 | |
1.5×106 | 24.34 | 2.97 | 2.25 | 0.18 | 2.47 | 3.40 | 6.30 |
Table 2 Relative errors between measured and fitted values of the Gardner equation
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 1.17 | 0.03 | 1.95 | 1.98 | 2.35 | 2.83 | 4.79 | |
1.0×105 | 0.91 | 0.05 | 0.48 | 0.73 | 1.97 | 1.51 | 2.10 | |
0—20 | 3.0×105 | 1.23 | 1.09 | 0.96 | 1.37 | 7.96 | 3.54 | 7.38 |
5.0×105 | 6.51 | 0.13 | 0.79 | 0.45 | 0.58 | 3.91 | 0.55 | |
1.0×106 | 7.06 | 0.08 | 1.14 | 1.06 | 3.40 | 2.08 | 4.16 | |
1.5×106 | 1.71 | 0.65 | 0.52 | 0.68 | 8.02 | 6.48 | 4.73 | |
0.0 | 1.37 | 0.04 | 4.18 | 1.68 | 3.11 | 1.39 | 6.62 | |
1.0×105 | 3.17 | 1.79 | 0.33 | 0.25 | 1.63 | 2.22 | 1.74 | |
20—40 | 3.0×105 | 3.68 | 3.32 | 5.50 | 1.80 | 8.03 | 10.98 | 10.09 |
5.0×105 | 8.93 | 3.13 | 2.41 | 2.08 | 3.19 | 3.56 | 9.40 | |
1.0×106 | 2.52 | 2.28 | 2.42 | 0.58 | 3.52 | 5.90 | 5.71 | |
1.5×106 | 24.34 | 2.97 | 2.25 | 0.18 | 2.47 | 3.40 | 6.30 |
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0—20 | a | 0.256 17 | 0.583 23 | 0.523 40 | 0.548 29 | 0.456 86 | 0.392 38 | 0.305 60 |
b | 0.006 46 | 0.441 44 | 0.208 50 | 0.141 64 | 0.108 88 | 0.266 58 | 0.014 06 | |
c | 0.335 32 | 1.327 67 | 0.951 50 | 0.699 74 | 0.726 52 | 1.570 95 | 0.387 55 | |
决定系数R2 | 0.993 61 | 0.999 04 | 0.999 80 | 0.997 60 | 0.998 10 | 0.999 89 | 0.973 01 | |
20—40 | a | 0.230 00 | 0.603 28 | 0.528 40 | 0.487 77 | 0.402 64 | 0.355 00 | 0.267 27 |
b | 0.029 80 | 0.979 93 | 0.199 40 | 0.088 77 | 0.036 10 | -0.012 50 | -0.004 31 | |
c | 0.552 48 | 2.542 92 | 1.003 60 | 0.768 47 | 0.517 19 | 0.253 09 | 0.237 93 | |
决定系数R2 | 0.995 90 | 0.996 36 | 0.992 50 | 0.999 49 | 0.994 72 | 0.993 02 | 0.978 50 |
Table 3 Rational moisture characteristic curve equation parameters
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0—20 | a | 0.256 17 | 0.583 23 | 0.523 40 | 0.548 29 | 0.456 86 | 0.392 38 | 0.305 60 |
b | 0.006 46 | 0.441 44 | 0.208 50 | 0.141 64 | 0.108 88 | 0.266 58 | 0.014 06 | |
c | 0.335 32 | 1.327 67 | 0.951 50 | 0.699 74 | 0.726 52 | 1.570 95 | 0.387 55 | |
决定系数R2 | 0.993 61 | 0.999 04 | 0.999 80 | 0.997 60 | 0.998 10 | 0.999 89 | 0.973 01 | |
20—40 | a | 0.230 00 | 0.603 28 | 0.528 40 | 0.487 77 | 0.402 64 | 0.355 00 | 0.267 27 |
b | 0.029 80 | 0.979 93 | 0.199 40 | 0.088 77 | 0.036 10 | -0.012 50 | -0.004 31 | |
c | 0.552 48 | 2.542 92 | 1.003 60 | 0.768 47 | 0.517 19 | 0.253 09 | 0.237 93 | |
决定系数R2 | 0.995 90 | 0.996 36 | 0.992 50 | 0.999 49 | 0.994 72 | 0.993 02 | 0.978 50 |
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 0.06 | 0.02 | 0.01 | 0.08 | 0.08 | 0.02 | 0.99 | |
1.0×105 | 0.55 | 0.24 | 6.27 | 0.76 | 0.43 | 0.02 | 2.01 | |
0—20 | 3.0×105 | 1.55 | 0.57 | 0.28 | 2.16 | 2.67 | 11.03 | 3.55 |
5.0×105 | 5.10 | 1.14 | 3.93 | 1.48 | 6.08 | 13.24 | 18.42 | |
1.0×106 | 2.23 | 0.44 | 0.73 | 4.20 | 0.31 | 1.00 | 32.57 | |
1.5×106 | 17.77 | 2.99 | 0.44 | 0.77 | 1.42 | 0.89 | 29.72 | |
0.0 | 0.09 | 0.01 | 0.19 | 0.03 | 0.24 | 0.59 | 0.04 | |
1.0×105 | 0.18 | 0.26 | 0.86 | 0.18 | 5.02 | 1.12 | 0.76 | |
20—40 | 3.0×105 | 0.25 | 1.06 | 5.05 | 3.01 | 4.60 | 4.90 | 7.15 |
5.0×105 | 4.03 | 0.13 | 2.28 | 1.60 | 3.68 | 1.32 | 8.10 | |
1.0×106 | 3.50 | 2.51 | 1.54 | 1.14 | 1.34 | 8.03 | 4.72 | |
1.5×106 | 3.05 | 1.92 | 3.27 | 0.42 | 1.06 | 0.50 | 0.79 |
Table 4 Relative errors between measured and fitted values of the Rational equation
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 0.06 | 0.02 | 0.01 | 0.08 | 0.08 | 0.02 | 0.99 | |
1.0×105 | 0.55 | 0.24 | 6.27 | 0.76 | 0.43 | 0.02 | 2.01 | |
0—20 | 3.0×105 | 1.55 | 0.57 | 0.28 | 2.16 | 2.67 | 11.03 | 3.55 |
5.0×105 | 5.10 | 1.14 | 3.93 | 1.48 | 6.08 | 13.24 | 18.42 | |
1.0×106 | 2.23 | 0.44 | 0.73 | 4.20 | 0.31 | 1.00 | 32.57 | |
1.5×106 | 17.77 | 2.99 | 0.44 | 0.77 | 1.42 | 0.89 | 29.72 | |
0.0 | 0.09 | 0.01 | 0.19 | 0.03 | 0.24 | 0.59 | 0.04 | |
1.0×105 | 0.18 | 0.26 | 0.86 | 0.18 | 5.02 | 1.12 | 0.76 | |
20—40 | 3.0×105 | 0.25 | 1.06 | 5.05 | 3.01 | 4.60 | 4.90 | 7.15 |
5.0×105 | 4.03 | 0.13 | 2.28 | 1.60 | 3.68 | 1.32 | 8.10 | |
1.0×106 | 3.50 | 2.51 | 1.54 | 1.14 | 1.34 | 8.03 | 4.72 | |
1.5×106 | 3.05 | 1.92 | 3.27 | 0.42 | 1.06 | 0.50 | 0.79 |
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0—20 | a | 0.075 38 | 0.305 64 | 0.255 10 | 0.228 54 | 0.114 64 | 0.116 40 | 0.108 70 |
b | -0.177 46 | -0.266 96 | -2.985 30 | -0.311 99 | -0.331 11 | -0.265 12 | -0.195 62 | |
c | 0.718 70 | 0.582 67 | 0.575 23 | 0.621 27 | 0.684 46 | 0.587 13 | 0.655 89 | |
决定系数R2 | 0.989 48 | 0.953 16 | 0.973 65 | 0.981 19 | 0.981 74 | 0.953 67 | 0.986 27 | |
20—40 | a | 0.079 47 | 0.297 73 | 0.214 22 | 0.141 59 | 0.109 95 | 0.094 19 | 0.083 11 |
b | -0.147 49 | -0.287 56 | -0.308 33 | -0.337 30 | -0.284 99 | -0.257 51 | -0.182 29 | |
c | 0.640 02 | 0.618 46 | 0.532 96 | 0.601 49 | 0.676 14 | 0.731 44 | 0.738 03 | |
决定系数R2 | 0.988 66 | 0.918 24 | 0.972 01 | 0.981 27 | 0.985 23 | 0.994 25 | 0.986 90 |
Table 5 Exponential empirical equation fitting moisture characteristic curve equation parameters
土层 Soil layer/cm | 参数 Parameter | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0—20 | a | 0.075 38 | 0.305 64 | 0.255 10 | 0.228 54 | 0.114 64 | 0.116 40 | 0.108 70 |
b | -0.177 46 | -0.266 96 | -2.985 30 | -0.311 99 | -0.331 11 | -0.265 12 | -0.195 62 | |
c | 0.718 70 | 0.582 67 | 0.575 23 | 0.621 27 | 0.684 46 | 0.587 13 | 0.655 89 | |
决定系数R2 | 0.989 48 | 0.953 16 | 0.973 65 | 0.981 19 | 0.981 74 | 0.953 67 | 0.986 27 | |
20—40 | a | 0.079 47 | 0.297 73 | 0.214 22 | 0.141 59 | 0.109 95 | 0.094 19 | 0.083 11 |
b | -0.147 49 | -0.287 56 | -0.308 33 | -0.337 30 | -0.284 99 | -0.257 51 | -0.182 29 | |
c | 0.640 02 | 0.618 46 | 0.532 96 | 0.601 49 | 0.676 14 | 0.731 44 | 0.738 03 | |
决定系数R2 | 0.988 66 | 0.918 24 | 0.972 01 | 0.981 27 | 0.985 23 | 0.994 25 | 0.986 90 |
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 1.27 | 0.02 | 14.05 | 7.35 | 4.07 | 1.14 | 4.85 | |
1.0×105 | 2.23 | 0.05 | 5.00 | 3.17 | 7.09 | 4.65 | 2.26 | |
0—20 | 3.0×105 | 3.63 | 1.08 | 3.33 | 0.03 | 3.35 | 7.69 | 6.60 |
5.0×105 | 7.37 | 0.13 | 6.18 | 6.89 | 6.26 | 13.15 | 6.03 | |
1.0×106 | 1.17 | 0.08 | 0.51 | 1.82 | 5.17 | 0.42 | 0.39 | |
1.5×106 | 3.50 | 0.65 | 8.31 | 7.50 | 11.52 | 18.39 | 6.00 | |
0.0 | 8.22 | 2.94 | 2.67 | 4.09 | 5.03 | 3.71 | 5.99 | |
1.0×105 | 3.58 | 9.17 | 3.53 | 6.24 | 6.38 | 3.22 | 2.51 | |
20—40 | 3.0×105 | 2.40 | 4.67 | 1.12 | 4.79 | 4.74 | 3.98 | 5.48 |
5.0×105 | 7.27 | 7.87 | 10.39 | 7.45 | 3.51 | 2.45 | 6.98 | |
1.0×106 | 5.37 | 1.09 | 0.44 | 2.01 | 3.01 | 2.26 | 5.03 | |
1.5×106 | 8.74 | 7.57 | 10.60 | 12.22 | 7.09 | 2.04 | 2.73 |
Table 6 Relative errors between measured and fitted values of the exponential empirical equation
土层 Soil layer/cm | 压力 Pressure/Pa | 相对误差 Relative error/% | ||||||
---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | ||
0.0 | 1.27 | 0.02 | 14.05 | 7.35 | 4.07 | 1.14 | 4.85 | |
1.0×105 | 2.23 | 0.05 | 5.00 | 3.17 | 7.09 | 4.65 | 2.26 | |
0—20 | 3.0×105 | 3.63 | 1.08 | 3.33 | 0.03 | 3.35 | 7.69 | 6.60 |
5.0×105 | 7.37 | 0.13 | 6.18 | 6.89 | 6.26 | 13.15 | 6.03 | |
1.0×106 | 1.17 | 0.08 | 0.51 | 1.82 | 5.17 | 0.42 | 0.39 | |
1.5×106 | 3.50 | 0.65 | 8.31 | 7.50 | 11.52 | 18.39 | 6.00 | |
0.0 | 8.22 | 2.94 | 2.67 | 4.09 | 5.03 | 3.71 | 5.99 | |
1.0×105 | 3.58 | 9.17 | 3.53 | 6.24 | 6.38 | 3.22 | 2.51 | |
20—40 | 3.0×105 | 2.40 | 4.67 | 1.12 | 4.79 | 4.74 | 3.98 | 5.48 |
5.0×105 | 7.27 | 7.87 | 10.39 | 7.45 | 3.51 | 2.45 | 6.98 | |
1.0×106 | 5.37 | 1.09 | 0.44 | 2.01 | 3.01 | 2.26 | 5.03 | |
1.5×106 | 8.74 | 7.57 | 10.60 | 12.22 | 7.09 | 2.04 | 2.73 |
模型 Model | 土层 Soil layer/cm | 指标 Index | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | |||
均方根误差RMSE | 0.004 2 | 0.001 8 | 0.004 5 | 0.005 1 | 0.009 5 | 0.006 7 | 0.008 7 | ||
0—20 | 绝对平均误差MAE | 0.003 5 | 0.001 1 | 0.003 4 | 0.003 9 | 0.008 1 | 0.006 1 | 0.007 1 | |
决定系数R2 | 0.997 0 | 0.997 6 | 0.998 1 | 0.995 6 | 0.990 7 | 0.996 8 | 0.995 6 | ||
Gardaner | 均方根误差RMSE | 0.007 3 | 0.008 6 | 0.011 3 | 0.004 0 | 0.008 8 | 0.009 6 | 0.011 0 | |
20—40 | 绝对平均误差MAE | 0.006 1 | 0.007 7 | 0.008 8 | 0.003 0 | 0.007 4 | 0.007 8 | 0.009 8 | |
决定系数R2 | 0.983 3 | 0.993 7 | 0.996 7 | 0.998 2 | 0.981 0 | 0.997 6 | 0.994 8 | ||
均方根误差RMSE | 0.007 1 | 0.003 9 | 0.007 0 | 0.005 5 | 0.005 3 | 0.013 4 | 0.017 8 | ||
0—20 | 绝对平均误差MAE | 0.004 5 | 0.002 8 | 0.005 6 | 0.004 4 | 0.003 5 | 0.008 1 | 0.014 5 | |
Rational | 决定系数R2 | 0.993 6 | 0.999 0 | 0.999 8 | 0.997 6 | 0.998 1 | 0.999 9 | 0.973 0 | |
均方根误差RMSE | 0.002 3 | 0.004 2 | 0.007 0 | 0.003 0 | 0.009 6 | 0.005 7 | 0.006 9 | ||
20—40 | 绝对平均误差MAE | 0.001 7 | 0.003 1 | 0.005 6 | 0.002 1 | 0.009 2 | 0.004 4 | 0.004 9 | |
决定系数R2 | 0.995 9 | 0.996 4 | 0.992 5 | 0.999 5 | 0.994 7 | 0.993 0 | 0.978 5 | ||
指数模型 Exponentialmodel | 均方根误差RMSE | 0.004 8 | 0.004 5 | 0.032 7 | 0.030 7 | 0.014 3 | 0.014 5 | 0.008 7 | |
0—20 | 绝对平均误差MAE | 0.004 2 | 0.002 8 | 0.022 8 | 0.021 9 | 0.013 1 | 0.013 2 | 0.007 6 | |
决定系数R2 | 0.989 5 | 0.953 2 | 0.973 7 | 0.981 2 | 0.981 7 | 0.953 7 | 0.986 3 | ||
均方根误差RMSE | 0.009 3 | 0.015 8 | 0.015 8 | 0.046 5 | 0.012 5 | 0.007 5 | 0.008 8 | ||
20—40 | 绝对平均误差MAE | 0.007 7 | 0.007 6 | 0.013 0 | 0.013 8 | 0.010 8 | 0.006 3 | 0.007 6 | |
决定系数R2 | 0.988 7 | 0.918 2 | 0.972 0 | 0.981 3 | 0.985 2 | 0.994 3 | 0.986 9 |
Table 7 3 model equation fitting indicators
模型 Model | 土层 Soil layer/cm | 指标 Index | 处理 Treatment | ||||||
---|---|---|---|---|---|---|---|---|---|
CK | SO | SR | SCM | SM | HSR | SP | |||
均方根误差RMSE | 0.004 2 | 0.001 8 | 0.004 5 | 0.005 1 | 0.009 5 | 0.006 7 | 0.008 7 | ||
0—20 | 绝对平均误差MAE | 0.003 5 | 0.001 1 | 0.003 4 | 0.003 9 | 0.008 1 | 0.006 1 | 0.007 1 | |
决定系数R2 | 0.997 0 | 0.997 6 | 0.998 1 | 0.995 6 | 0.990 7 | 0.996 8 | 0.995 6 | ||
Gardaner | 均方根误差RMSE | 0.007 3 | 0.008 6 | 0.011 3 | 0.004 0 | 0.008 8 | 0.009 6 | 0.011 0 | |
20—40 | 绝对平均误差MAE | 0.006 1 | 0.007 7 | 0.008 8 | 0.003 0 | 0.007 4 | 0.007 8 | 0.009 8 | |
决定系数R2 | 0.983 3 | 0.993 7 | 0.996 7 | 0.998 2 | 0.981 0 | 0.997 6 | 0.994 8 | ||
均方根误差RMSE | 0.007 1 | 0.003 9 | 0.007 0 | 0.005 5 | 0.005 3 | 0.013 4 | 0.017 8 | ||
0—20 | 绝对平均误差MAE | 0.004 5 | 0.002 8 | 0.005 6 | 0.004 4 | 0.003 5 | 0.008 1 | 0.014 5 | |
Rational | 决定系数R2 | 0.993 6 | 0.999 0 | 0.999 8 | 0.997 6 | 0.998 1 | 0.999 9 | 0.973 0 | |
均方根误差RMSE | 0.002 3 | 0.004 2 | 0.007 0 | 0.003 0 | 0.009 6 | 0.005 7 | 0.006 9 | ||
20—40 | 绝对平均误差MAE | 0.001 7 | 0.003 1 | 0.005 6 | 0.002 1 | 0.009 2 | 0.004 4 | 0.004 9 | |
决定系数R2 | 0.995 9 | 0.996 4 | 0.992 5 | 0.999 5 | 0.994 7 | 0.993 0 | 0.978 5 | ||
指数模型 Exponentialmodel | 均方根误差RMSE | 0.004 8 | 0.004 5 | 0.032 7 | 0.030 7 | 0.014 3 | 0.014 5 | 0.008 7 | |
0—20 | 绝对平均误差MAE | 0.004 2 | 0.002 8 | 0.022 8 | 0.021 9 | 0.013 1 | 0.013 2 | 0.007 6 | |
决定系数R2 | 0.989 5 | 0.953 2 | 0.973 7 | 0.981 2 | 0.981 7 | 0.953 7 | 0.986 3 | ||
均方根误差RMSE | 0.009 3 | 0.015 8 | 0.015 8 | 0.046 5 | 0.012 5 | 0.007 5 | 0.008 8 | ||
20—40 | 绝对平均误差MAE | 0.007 7 | 0.007 6 | 0.013 0 | 0.013 8 | 0.010 8 | 0.006 3 | 0.007 6 | |
决定系数R2 | 0.988 7 | 0.918 2 | 0.972 0 | 0.981 3 | 0.985 2 | 0.994 3 | 0.986 9 |
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