植物生态学报 ›› 2013, Vol. 37 ›› Issue (7): 650-655.DOI: 10.3724/SP.J.1258.2013.00067 cstr: 32100.14.SP.J.1258.2013.00067
收稿日期:2013-01-11
接受日期:2013-05-20
出版日期:2013-01-11
发布日期:2013-07-05
作者简介:* E-mail: 基金资助:
LUO Fu-Yan1,*(
),CHEN Wei-Ying1,2,*(
),CHEN Zhen-Yong1
Received:2013-01-11
Accepted:2013-05-20
Online:2013-01-11
Published:2013-07-05
摘要:
光合-CO2响应曲线是研究植物对CO2响应的重要工具。常用的光合-CO2响应曲线模型, 除直角双曲线修正模型外, 均无法准确地计算出CO2饱和点和光合能力。该文利用新的指数改进模型拟合大麦(Hordeum vulgare)光合-CO2响应曲线, 与直角双曲线修正模型、直角双曲线模型、指数模型、非直角双曲线模型进行比较, 并随机选取部分数据进行检验, 同时得到了各个光合-CO2响应曲线模型的主要生理参数, 对这些数据进行了比较分析, 讨论了各模型之间的优缺点和准确合理性。结果表明, 指数改进模型在5个模型中具有最好的精确度和合理性, 能准确地描述出大麦的光合-CO2响应曲线, 计算出CO2饱和点为484 μmol∙mol-1, 光合能力为25.9 μmol CO2∙m-2∙s-1。
罗辅燕,陈卫英,陈真勇. 指数改进模型在大麦光合-CO2响应曲线中的适用性. 植物生态学报, 2013, 37(7): 650-655. DOI: 10.3724/SP.J.1258.2013.00067
LUO Fu-Yan,CHEN Wei-Ying,CHEN Zhen-Yong. Applicability of modified exponential model in photosynthetic-CO2 response curve of barley. Chinese Journal of Plant Ecology, 2013, 37(7): 650-655. DOI: 10.3724/SP.J.1258.2013.00067
图1 大麦观测值和5个光合-CO2响应模型拟合值的比较(平均值±标准误差)。
Fig. 1 Comparision of measured values and fitted values of five photosynthetic-CO2 models for barley (mean ± SE).
| 模型 Model | R2 | 拟合值的MSE Fitted MSE | 拟合值的MAE Fitted MAE | 测试值的MSE Test MSE | 测试值的MAE Test MAE |
|---|---|---|---|---|---|
| 指数改进模型 Modified exponential model | 0.998 | 0.177 | 0.297 | 0.133 | 0.306 |
| 直角双曲线修正模型 Modified rectangular hyperbola model | 0.998 | 0.173 | 0.381 | 0.697 | 0.666 |
| 直角双曲线模型 Rectangular hyperbola model | 0.888 | 13.461 | 2.990 | 14.258 | 2.867 |
| 指数模型 Exponential model | 0.918 | 8.369 | 2.035 | 5.736 | 1.566 |
| 非直角双曲线模型 Nonrectangular hyperbola model | 0.919 | 8.276 | 1.977 | 5.251 | 1.532 |
表1 5个光合-CO2响应曲线模型的精确度的比较
Table 1 Comparison of accuracy of five photosynthetic-CO2 response curve models
| 模型 Model | R2 | 拟合值的MSE Fitted MSE | 拟合值的MAE Fitted MAE | 测试值的MSE Test MSE | 测试值的MAE Test MAE |
|---|---|---|---|---|---|
| 指数改进模型 Modified exponential model | 0.998 | 0.177 | 0.297 | 0.133 | 0.306 |
| 直角双曲线修正模型 Modified rectangular hyperbola model | 0.998 | 0.173 | 0.381 | 0.697 | 0.666 |
| 直角双曲线模型 Rectangular hyperbola model | 0.888 | 13.461 | 2.990 | 14.258 | 2.867 |
| 指数模型 Exponential model | 0.918 | 8.369 | 2.035 | 5.736 | 1.566 |
| 非直角双曲线模型 Nonrectangular hyperbola model | 0.919 | 8.276 | 1.977 | 5.251 | 1.532 |
| 模型 Model | 初始羧化效率 α | 光合能力 Pmax | CO2饱和点 Cisat | CO2补偿点 Γ | 光呼吸速率 Rp |
|---|---|---|---|---|---|
| 观测值 Measured value | - | 25.7 | 570 | 44.2-47.9 | - |
| 指数改进模型 Modified exponential model | 0.23 | 25.9 | 484 | 47.6 | 9.5 |
| 直角双曲线修正模型 Modified rectangular hyperbola model | 0.33 | 25.1 | 524 | 47.8 | 12.5 |
| 直角双曲线模型 Rectangular hyperbola model | 0.62 | 39.0 | - | 41.2 | 15.4 |
| 指数模型 Exponential model | 0.41 | 36.1 | - | 47.8 | 15.1 |
| 非直角双曲线模型 Nonrectangular hyperbola model | 0.17 | 29.1 | - | 48.5 | 8.3 |
表2 5个光合-CO2响应曲线模型的光合生理参数计算值和观测值
Table 2 Photosynthesis parameters obtained by five photosynthetic-CO2 response curve models and measured values
| 模型 Model | 初始羧化效率 α | 光合能力 Pmax | CO2饱和点 Cisat | CO2补偿点 Γ | 光呼吸速率 Rp |
|---|---|---|---|---|---|
| 观测值 Measured value | - | 25.7 | 570 | 44.2-47.9 | - |
| 指数改进模型 Modified exponential model | 0.23 | 25.9 | 484 | 47.6 | 9.5 |
| 直角双曲线修正模型 Modified rectangular hyperbola model | 0.33 | 25.1 | 524 | 47.8 | 12.5 |
| 直角双曲线模型 Rectangular hyperbola model | 0.62 | 39.0 | - | 41.2 | 15.4 |
| 指数模型 Exponential model | 0.41 | 36.1 | - | 47.8 | 15.1 |
| 非直角双曲线模型 Nonrectangular hyperbola model | 0.17 | 29.1 | - | 48.5 | 8.3 |
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