Identifiability analysis and improvement of a tree water flow and storage model

被引:51
作者
De Pauw, D. J. W. [1 ]
Steppe, K. [2 ]
De Baets, B. [1 ]
机构
[1] Univ Ghent, Dept Appl Math Biometr & Proc Control, Res Unit Knowlege Based Syst, KERMIT, B-9000 Ghent, Belgium
[2] Univ Ghent, Dept Appl Ecol & Environm Biol, Lab Plant Ecol, B-9000 Ghent, Belgium
关键词
drought stress; identifiability analysis; model complexity; model reduction; stem diameter changes; water relations;
D O I
10.1016/j.mbs.2007.08.007
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A recently published tree water flow and storage model (RCGro) for simulating water transport dynamics in trees and related stem diameter variations was improved in order to better describe a data set gathered under mild drought stress conditions. Model improvements were carried out based on the results of a mathematical identifiability analysis. This analysis provided important information with respect to the balance between model complexity and data availability. Using the identifiability analysis results, we were able to (1) highlight weaknesses of the model; (2) obtain information on how the model could be reduced in some places, to improve its identifiability properties, and extended in others, to enhance model performance; (3) identify which measurements are necessary to optimally calibrate the model. The resulting improved model was less complex (contained less unidentifiable parameters), had better dynamic properties and was able to better describe the stress data set. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:314 / 332
页数:19
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