Journal of Agricultural Science and Technology ›› 2022, Vol. 24 ›› Issue (2): 104-114.DOI: 10.13304/j.nykjdb.2020.0769
• BIOTECHNOLOGY & LIFE SCIENCE • Previous Articles Next Articles
Yangyang LIU1,2(), Yue PAN2(), Shiwei WANG1(), Haifang HU2
Received:
2020-09-02
Accepted:
2020-10-16
Online:
2022-02-15
Published:
2022-02-22
Contact:
Yue PAN,Shiwei WANG
通讯作者:
潘越,王世伟
作者简介:
刘阳阳 E-mail:1613411561@qq.com
基金资助:
CLC Number:
Yangyang LIU, Yue PAN, Shiwei WANG, Haifang HU. Light Response Model Fitting and Comprehensive Evaluation for Vitisamurensis[J]. Journal of Agricultural Science and Technology, 2022, 24(2): 104-114.
刘阳阳, 潘越, 王世伟, 虎海防. 不同山葡萄品种光响应模型拟合及综合评价[J]. 中国农业科技导报, 2022, 24(2): 104-114.
Fig.1 Photoreactivity curves of different Vitisamurensis cultivationNote:X1—‘Beibinghong’; X2—‘Vidal’; X3—‘Shuanghong’; X4—‘Zuoyouhong’; X5—‘Xuelanhong’; X6—‘Beiguohong’; X7—‘Shuangfeng’.
品种 Variety | 模型 Model | 表观量子效率α | 最大净光合速率Pnmax/(μmol·m-2·s-1) | 暗呼吸速率Rdark/(μmol·m-2·s-1) | 决定系数R2 |
---|---|---|---|---|---|
北冰红 Beibinghong | MRH | 0.090 9 | 8.802 5 | 2.817 0 | 0.998 5 |
RH | 0.083 5 | 14.343 5 | 2.716 2 | 0.997 8 | |
NH | 0.049 6 | 3.143 1 | 0.595 4 | 0.631 7 | |
EF | 0.044 4 | 9.912 3 | 1.217 0 | 0.984 4 | |
实测值 Measured value | — | 11.336 2 | 2.7983 4 | — | |
威代尔 Vidal | MRH | 0.086 9 | 8.266 3 | 2.714 0 | 0.996 0 |
RH | 0.112 4 | 12.100 0 | 3.001 8 | 0.987 1 | |
NH | 0.084 5 | 11.618 4 | 2.766 6 | 0.986 9 | |
EF | 0.049 9 | 8.067 8 | 1.295 2 | 0.988 5 | |
实测值 Measured value | — | 8.460 2 | 2.895 7 | — | |
双红 Shuanghong | MRH | 0.077 2 | 5.672 9 | 1.829 4 | 0.998 3 |
RH | 0.062 8 | 10.503 5 | 1.649 0 | 0.995 3 | |
NH | 0.096 5 | 11.241 9 | 1.862 1 | 0.995 5 | |
EF | 0.034 6 | 7.616 8 | 1.157 8 | 0.973 6 | |
实测值 Measured value | — | 8.702 6 | 1.819 8 | — | |
左优红 Zuoyouhong | MRH | 0.063 3 | 9.311 9 | 3.339 4 | 0.999 2 |
RH | 0.024 6 | 11.806 9 | 0.991 5 | 0.851 9 | |
NH | 0.057 2 | 13.757 8 | 3.289 4 | 0.996 9 | |
EF | 0.037 0 | 9.196 2 | 1.329 1 | 0.996 7 | |
实测值 Measured value | — | 9.420 1 | 3.320 4 | — | |
雪兰红 Xuelanhong | MRH | 0.081 9 | 6.019 3 | 3.418 4 | 0.998 7 |
RH | 0.104 9 | 10.312 5 | 3.642 9 | 0.988 5 | |
NH | 0.070 6 | 9.747 1 | 3.378 2 | 0.993 3 | |
EF | 0.039 5 | 5.823 0 | 1.540 7 | 0.993 2 | |
实测值 Measured value | — | 6.227 1 | 3.434 2 | — | |
北国红 Beiguohong | MRH | 0.124 4 | 4.427 1 | 2.203 7 | 0.998 9 |
RH | 0.096 6 | 8.610 5 | 2.030 3 | 0.990 5 | |
NH | 0.164 9 | 9.061 2 | 2.193 9 | 0.992 9 | |
EF | 0.043 8 | 5.868 6 | 1.265 8 | 0.955 7 | |
实测值 Measured value | — | 6.988 0 | 2.147 8 | — | |
双丰 Shuangfeng | MRH | 0.057 5 | 7.025 6 | 3.304 0 | 0.999 5 |
RH | 0.066 1 | 11.746 9 | 3.445 2 | 0.997 1 | |
NH | 0.051 2 | 11.145 6 | 3.253 3 | 0.998 2 | |
EF | 0.029 9 | 6.891 5 | 1.436 8 | 0.996 0 | |
实测值 Measured value | — | 7.171 9 | 3.306 6 | — |
Table 1 Photosynthetic response characteristcs of Vitisamurensis leaves with different light response models
品种 Variety | 模型 Model | 表观量子效率α | 最大净光合速率Pnmax/(μmol·m-2·s-1) | 暗呼吸速率Rdark/(μmol·m-2·s-1) | 决定系数R2 |
---|---|---|---|---|---|
北冰红 Beibinghong | MRH | 0.090 9 | 8.802 5 | 2.817 0 | 0.998 5 |
RH | 0.083 5 | 14.343 5 | 2.716 2 | 0.997 8 | |
NH | 0.049 6 | 3.143 1 | 0.595 4 | 0.631 7 | |
EF | 0.044 4 | 9.912 3 | 1.217 0 | 0.984 4 | |
实测值 Measured value | — | 11.336 2 | 2.7983 4 | — | |
威代尔 Vidal | MRH | 0.086 9 | 8.266 3 | 2.714 0 | 0.996 0 |
RH | 0.112 4 | 12.100 0 | 3.001 8 | 0.987 1 | |
NH | 0.084 5 | 11.618 4 | 2.766 6 | 0.986 9 | |
EF | 0.049 9 | 8.067 8 | 1.295 2 | 0.988 5 | |
实测值 Measured value | — | 8.460 2 | 2.895 7 | — | |
双红 Shuanghong | MRH | 0.077 2 | 5.672 9 | 1.829 4 | 0.998 3 |
RH | 0.062 8 | 10.503 5 | 1.649 0 | 0.995 3 | |
NH | 0.096 5 | 11.241 9 | 1.862 1 | 0.995 5 | |
EF | 0.034 6 | 7.616 8 | 1.157 8 | 0.973 6 | |
实测值 Measured value | — | 8.702 6 | 1.819 8 | — | |
左优红 Zuoyouhong | MRH | 0.063 3 | 9.311 9 | 3.339 4 | 0.999 2 |
RH | 0.024 6 | 11.806 9 | 0.991 5 | 0.851 9 | |
NH | 0.057 2 | 13.757 8 | 3.289 4 | 0.996 9 | |
EF | 0.037 0 | 9.196 2 | 1.329 1 | 0.996 7 | |
实测值 Measured value | — | 9.420 1 | 3.320 4 | — | |
雪兰红 Xuelanhong | MRH | 0.081 9 | 6.019 3 | 3.418 4 | 0.998 7 |
RH | 0.104 9 | 10.312 5 | 3.642 9 | 0.988 5 | |
NH | 0.070 6 | 9.747 1 | 3.378 2 | 0.993 3 | |
EF | 0.039 5 | 5.823 0 | 1.540 7 | 0.993 2 | |
实测值 Measured value | — | 6.227 1 | 3.434 2 | — | |
北国红 Beiguohong | MRH | 0.124 4 | 4.427 1 | 2.203 7 | 0.998 9 |
RH | 0.096 6 | 8.610 5 | 2.030 3 | 0.990 5 | |
NH | 0.164 9 | 9.061 2 | 2.193 9 | 0.992 9 | |
EF | 0.043 8 | 5.868 6 | 1.265 8 | 0.955 7 | |
实测值 Measured value | — | 6.988 0 | 2.147 8 | — | |
双丰 Shuangfeng | MRH | 0.057 5 | 7.025 6 | 3.304 0 | 0.999 5 |
RH | 0.066 1 | 11.746 9 | 3.445 2 | 0.997 1 | |
NH | 0.051 2 | 11.145 6 | 3.253 3 | 0.998 2 | |
EF | 0.029 9 | 6.891 5 | 1.436 8 | 0.996 0 | |
实测值 Measured value | — | 7.171 9 | 3.306 6 | — |
品种 Variety | 模型 Model | 光补偿点LCP/(μmol·m-2·s-1) | 光饱和点LSP/(μmol·m-2·s-1) |
---|---|---|---|
北冰红 Beibinghong | MRH | 39.073 5 | 1 809.001 9 |
RH | 40.131 9 | 204.325 9 | |
NH | 11.597 5 | 75.381 4 | |
EF | 29.269 2 | 250.871 8 | |
实测值 Measured value | 20.000 0~50.000 0 | 2 100.000 0 | |
威代尔 Vidal | MRH | 38.828 5 | 1 123.860 0 |
RH | 35.514 8 | 134.345 3 | |
NH | 38.762 3 | 170.327 4 | |
EF | 28.265 9 | 187.458 3 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 200.000 0 | |
双红 Shuanghong | MRH | 29.442 1 | 1 026.040 4 |
RH | 31.128 9 | 193.392 5 | |
NH | 27.514 1 | 135.740 7 | |
EF | 36.301 4 | 253.638 4 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 200.000 0 | |
左优红 Zuoyouhong | MRH | 66.196 1 | 1 585.320 0 |
RH | 43.962 1 | 519.842 3 | |
NH | 67.341 3 | 298.028 2 | |
EF | 38.772 0 | 284.272 4 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 500.000 0 | |
雪兰红 Xuelanhong | MRH | 58.887 7 | 1 081.790 0 |
RH | 53.694 0 | 133.034 5 | |
NH | 59.370 9 | 185.798 9 | |
EF | 45.324 0 | 186.501 0 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 200.000 0 | |
北国红 Beiguohong | MRH | 24.727 1 | 756.524 3 |
RH | 27.490 7 | 110.104 1 | |
NH | 23.306 1 | 68.237 2 | |
EF | 32.583 3 | 163.046 7 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 600.000 0 | |
双丰 Shuangfeng | MRH | 77.257 7 | 1 663.880 0 |
RH | 73.726 3 | 229.760 3 | |
NH | 78.320 7 | 281.227 7 | |
EF | 53.857 5 | 278.373 8 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 500.000 0 |
Table 2 Light compensation point and light saturation point of Vitisamurensis by different light response models
品种 Variety | 模型 Model | 光补偿点LCP/(μmol·m-2·s-1) | 光饱和点LSP/(μmol·m-2·s-1) |
---|---|---|---|
北冰红 Beibinghong | MRH | 39.073 5 | 1 809.001 9 |
RH | 40.131 9 | 204.325 9 | |
NH | 11.597 5 | 75.381 4 | |
EF | 29.269 2 | 250.871 8 | |
实测值 Measured value | 20.000 0~50.000 0 | 2 100.000 0 | |
威代尔 Vidal | MRH | 38.828 5 | 1 123.860 0 |
RH | 35.514 8 | 134.345 3 | |
NH | 38.762 3 | 170.327 4 | |
EF | 28.265 9 | 187.458 3 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 200.000 0 | |
双红 Shuanghong | MRH | 29.442 1 | 1 026.040 4 |
RH | 31.128 9 | 193.392 5 | |
NH | 27.514 1 | 135.740 7 | |
EF | 36.301 4 | 253.638 4 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 200.000 0 | |
左优红 Zuoyouhong | MRH | 66.196 1 | 1 585.320 0 |
RH | 43.962 1 | 519.842 3 | |
NH | 67.341 3 | 298.028 2 | |
EF | 38.772 0 | 284.272 4 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 500.000 0 | |
雪兰红 Xuelanhong | MRH | 58.887 7 | 1 081.790 0 |
RH | 53.694 0 | 133.034 5 | |
NH | 59.370 9 | 185.798 9 | |
EF | 45.324 0 | 186.501 0 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 200.000 0 | |
北国红 Beiguohong | MRH | 24.727 1 | 756.524 3 |
RH | 27.490 7 | 110.104 1 | |
NH | 23.306 1 | 68.237 2 | |
EF | 32.583 3 | 163.046 7 | |
实测值 Measured value | 20.000 0~50.000 0 | 1 600.000 0 | |
双丰 Shuangfeng | MRH | 77.257 7 | 1 663.880 0 |
RH | 73.726 3 | 229.760 3 | |
NH | 78.320 7 | 281.227 7 | |
EF | 53.857 5 | 278.373 8 | |
实测值 Measured value | 50.000 0~80.000 0 | 1 500.000 0 |
品种 Variety | 模型 Model | 方差 RMSE | 平均标准误差 MAE | 均值*Mean* |
---|---|---|---|---|
北冰红 Beibinghong | MRH | 0.021 1 | 0.122 3 | 0.071 7 |
RH | 0.033 6 | 0.132 1 | 0.082 8 | |
NH | 0.032 0 | 0.127 6 | 0.079 8 | |
EF | 0.234 5 | 0.387 7 | 0.311 1 | |
威代尔 Vidal | MRH | 0.037 7 | 0.147 2 | 0.092 4 |
RH | 0.133 8 | 0.295 0 | 0.214 4 | |
NH | 0.123 1 | 0.287 1 | 0.205 1 | |
EF | 0.119 1 | 0.300 6 | 0.209 9 | |
双红 Shuanghong | MRH | 0.012 5 | 0.100 3 | 0.056 4 |
RH | 0.047 9 | 0.173 1 | 0.110 5 | |
NH | 0.032 7 | 0.150 8 | 0.091 8 | |
EF | 0.213 0 | 0.384 3 | 0.298 7 | |
左优红 Zuoyouhong | MRH | 0.010 9 | 0.091 4 | 0.051 2 |
RH | 0.063 2 | 0.192 5 | 0.127 8 | |
NH | 0.043 6 | 0.177 4 | 0.110 5 | |
EF | 0.051 0 | 0.187 1 | 0.119 1 | |
雪兰红 Xuelanhong | MRH | 0.009 0 | 0.076 4 | 0.042 7 |
RH | 0.085 7 | 0.231 1 | 0.158 4 | |
NH | 0.063 8 | 0.204 6 | 0.134 2 | |
EF | 0.064 0 | 0.225 2 | 0.144 6 | |
北国红 Beiguohong | MRH | 0.005 1 | 0.058 8 | 0.032 0 |
RH | 0.048 6 | 0.171 3 | 0.109 9 | |
NH | 0.032 9 | 0.147 8 | 0.090 3 | |
EF | 0.225 9 | 0.404 7 | 0.315 3 | |
双丰 Shuangfeng | MRH | 0.004 4 | 0.052 9 | 0.028 6 |
RH | 0.029 3 | 0.138 4 | 0.083 8 | |
NH | 0.941 2 | 0.793 6 | 0.867 4 | |
EF | 0.040 4 | 0.165 1 | 0.102 8 |
Table 3 Comparison of the goodness of fit between different light response models
品种 Variety | 模型 Model | 方差 RMSE | 平均标准误差 MAE | 均值*Mean* |
---|---|---|---|---|
北冰红 Beibinghong | MRH | 0.021 1 | 0.122 3 | 0.071 7 |
RH | 0.033 6 | 0.132 1 | 0.082 8 | |
NH | 0.032 0 | 0.127 6 | 0.079 8 | |
EF | 0.234 5 | 0.387 7 | 0.311 1 | |
威代尔 Vidal | MRH | 0.037 7 | 0.147 2 | 0.092 4 |
RH | 0.133 8 | 0.295 0 | 0.214 4 | |
NH | 0.123 1 | 0.287 1 | 0.205 1 | |
EF | 0.119 1 | 0.300 6 | 0.209 9 | |
双红 Shuanghong | MRH | 0.012 5 | 0.100 3 | 0.056 4 |
RH | 0.047 9 | 0.173 1 | 0.110 5 | |
NH | 0.032 7 | 0.150 8 | 0.091 8 | |
EF | 0.213 0 | 0.384 3 | 0.298 7 | |
左优红 Zuoyouhong | MRH | 0.010 9 | 0.091 4 | 0.051 2 |
RH | 0.063 2 | 0.192 5 | 0.127 8 | |
NH | 0.043 6 | 0.177 4 | 0.110 5 | |
EF | 0.051 0 | 0.187 1 | 0.119 1 | |
雪兰红 Xuelanhong | MRH | 0.009 0 | 0.076 4 | 0.042 7 |
RH | 0.085 7 | 0.231 1 | 0.158 4 | |
NH | 0.063 8 | 0.204 6 | 0.134 2 | |
EF | 0.064 0 | 0.225 2 | 0.144 6 | |
北国红 Beiguohong | MRH | 0.005 1 | 0.058 8 | 0.032 0 |
RH | 0.048 6 | 0.171 3 | 0.109 9 | |
NH | 0.032 9 | 0.147 8 | 0.090 3 | |
EF | 0.225 9 | 0.404 7 | 0.315 3 | |
双丰 Shuangfeng | MRH | 0.004 4 | 0.052 9 | 0.028 6 |
RH | 0.029 3 | 0.138 4 | 0.083 8 | |
NH | 0.941 2 | 0.793 6 | 0.867 4 | |
EF | 0.040 4 | 0.165 1 | 0.102 8 |
品种 Variety | 表观量子效率α | 最大净光合速率Pnmax | 暗呼吸速率Rdark | 光补偿点LCP | 光饱和点LSP |
---|---|---|---|---|---|
北冰红 Beibinghong | 1.000 0 | 0.860 0 | 0.378 5 | 0.798 6 | 1.000 0 |
威代尔 Vidal | 0.879 5 | 0.712 7 | 0.443 3 | 0.803 7 | 0.124 9 |
双红 Shuanghong | 0.591 5 | 0.000 0 | 1.000 0 | 1.000 0 | 0.000 0 |
左优红 Zuoyouhong | 0.173 5 | 1.000 0 | 0.049 7 | 0.231 3 | 0.714 3 |
雪兰红 Xuelanhong | 0.729 2 | 0.095 2 | 0.000 0 | 0.384 2 | 0.071 2 |
双丰 Shuangfeng | 0.000 0 | 0.371 7 | 0.072 0 | 0.000 0 | 0.814 6 |
Table 4 Result of standardization of light response parameters of Vitisamurensis
品种 Variety | 表观量子效率α | 最大净光合速率Pnmax | 暗呼吸速率Rdark | 光补偿点LCP | 光饱和点LSP |
---|---|---|---|---|---|
北冰红 Beibinghong | 1.000 0 | 0.860 0 | 0.378 5 | 0.798 6 | 1.000 0 |
威代尔 Vidal | 0.879 5 | 0.712 7 | 0.443 3 | 0.803 7 | 0.124 9 |
双红 Shuanghong | 0.591 5 | 0.000 0 | 1.000 0 | 1.000 0 | 0.000 0 |
左优红 Zuoyouhong | 0.173 5 | 1.000 0 | 0.049 7 | 0.231 3 | 0.714 3 |
雪兰红 Xuelanhong | 0.729 2 | 0.095 2 | 0.000 0 | 0.384 2 | 0.071 2 |
双丰 Shuangfeng | 0.000 0 | 0.371 7 | 0.072 0 | 0.000 0 | 0.814 6 |
光响应参数 Photoresponse parameter | 第1主成分 Principal component 1 | 第2主成分 Principal component 2 |
---|---|---|
表观量子效率α | 0.868 | 0.067 |
最大净光合速率Pnmax | 0.041 | 0.939 |
暗呼吸速率Rdark | 0.738 | -0.418 |
光补偿点LCP | 0.977 | -0.187 |
光饱和点LSP | -0.310 | 0.831 |
特征根 Characteristic root | 2.349 | 1.787 |
方差贡献率 Variance contribution rate/% | 46.973 | 35.736 |
累计贡献率 Cumulative contribution/% | 46.973 | 82.710 |
Table 5 Principal component load matrix after rotation
光响应参数 Photoresponse parameter | 第1主成分 Principal component 1 | 第2主成分 Principal component 2 |
---|---|---|
表观量子效率α | 0.868 | 0.067 |
最大净光合速率Pnmax | 0.041 | 0.939 |
暗呼吸速率Rdark | 0.738 | -0.418 |
光补偿点LCP | 0.977 | -0.187 |
光饱和点LSP | -0.310 | 0.831 |
特征根 Characteristic root | 2.349 | 1.787 |
方差贡献率 Variance contribution rate/% | 46.973 | 35.736 |
累计贡献率 Cumulative contribution/% | 46.973 | 82.710 |
品种 Variety | f1 | 排序 Rank | f2 | 排序Sequence | fz | 排序 Rank |
---|---|---|---|---|---|---|
北冰红Beibinghong | 1.085 1 | 3 | 1.058 5 | 2 | 1.073 6 | 1 |
威代尔Vidal | 1.349 8 | 2 | 0.298 4 | 4 | 0.895 6 | 2 |
双红Shuanghong | 1.564 8 | 1 | -0.692 0 | 6 | 0.589 7 | 3 |
左优红Zuoyouhong | 0.154 9 | 5 | 1.147 0 | 1 | 0.583 5 | 4 |
雪兰红Xuelanhong | 0.677 7 | 4 | 0.135 0 | 5 | 0.443 2 | 5 |
双丰Shuangfeng | -0.206 5 | 6 | 0.790 3 | 3 | 0.224 2 | 6 |
Table 6 Scores and composite scores of different varieties
品种 Variety | f1 | 排序 Rank | f2 | 排序Sequence | fz | 排序 Rank |
---|---|---|---|---|---|---|
北冰红Beibinghong | 1.085 1 | 3 | 1.058 5 | 2 | 1.073 6 | 1 |
威代尔Vidal | 1.349 8 | 2 | 0.298 4 | 4 | 0.895 6 | 2 |
双红Shuanghong | 1.564 8 | 1 | -0.692 0 | 6 | 0.589 7 | 3 |
左优红Zuoyouhong | 0.154 9 | 5 | 1.147 0 | 1 | 0.583 5 | 4 |
雪兰红Xuelanhong | 0.677 7 | 4 | 0.135 0 | 5 | 0.443 2 | 5 |
双丰Shuangfeng | -0.206 5 | 6 | 0.790 3 | 3 | 0.224 2 | 6 |
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