Environmental Sciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.
Plant Cell Environ. 2010 Nov;33(11):1852-74. doi: 10.1111/j.1365-3040.2010.02192.x.
The Farquhar-von Caemmerer-Berry (FvCB) model of photosynthesis is a change-point model and structurally overparameterized for interpreting the response of leaf net assimilation (A) to intercellular CO₂ concentration (Ci). The use of conventional fitting methods may lead not only to incorrect parameters but also several previously unrecognized consequences. For example, the relationships between key parameters may be fixed computationally and certain fits may be produced in which the estimated parameters result in contradictory identification of the limitation states of the data. Here we describe a new approach that is better suited to the FvCB model characteristics. It consists of four main steps: (1) enumeration of all possible distributions of limitation states; (2) fitting the FvCB model to each limitation state distribution by minimizing a distribution-wise cost function that has desirable properties for parameter estimation; (3) identification and correction of inadmissible fits; and (4) selection of the best fit from all possible limitation state distributions. The new approach implemented theoretical parameter resolvability with numerical procedures that maximally use the information content of the data. It was tested with model simulations, sampled A/Ci curves, and chlorophyll fluorescence measurements of different tree species. The new approach is accessible through the automated website leafweb.ornl.gov.
光合作用的 Farquhar-von Caemmerer-Berry(FvCB)模型是一个变点模型,对于解释叶片净同化(A)对细胞间 CO₂浓度(Ci)的响应来说,结构上存在过度参数化的问题。使用传统的拟合方法不仅可能导致不正确的参数,还可能产生几个以前未被认识到的后果。例如,关键参数之间的关系可能在计算上是固定的,并且某些拟合可能会产生估计参数导致数据限制状态的识别相互矛盾的情况。在这里,我们描述了一种更适合 FvCB 模型特征的新方法。它由四个主要步骤组成:(1)枚举所有可能的限制状态分布;(2)通过最小化具有理想参数估计性质的分布成本函数,对每个限制状态分布进行 FvCB 模型拟合;(3)识别和纠正不可接受的拟合;(4)从所有可能的限制状态分布中选择最佳拟合。新方法通过最大限度地利用数据信息量的数值程序实现了理论参数可分辨性。它通过模型模拟、采样的 A/Ci 曲线以及不同树种的叶绿素荧光测量进行了测试。该新方法可通过自动化网站 leafweb.ornl.gov 获得。