Multi-objective parameter conditioning of a three-source wheat canopy model | |
Mo X. G. ; Beven K. | |
2004 | |
关键词 | three-source model GLUE uncertainty multi-objective evaluation atmosphere flux predictions stomatal conductance multicriteria methods sensitivity-analysis available energy 2-leaf model leaf models photosynthesis uncertainty vegetation |
英文摘要 | A three-source canopy model, which distinguishes the energy budgets for sunlit and shaded leaves and the underlying soil surface, is applied within the generalised likelihood uncertainty estimation (GLUE) methodology for a site near Beijing, China. Parameter sensitivities and uncertainty bounds for CO2 and heat fluxes were analysed based on a multi-objective evaluation of Monte-Carlo realisations of model parameters. Two data sets acquired before and after an irrigation event in a wheat field were used to constrain the model. The results show that some of the six parameters varied are strongly conditioned by the observed fluxes, especially by the observations of CO2 flux above the canopy, but the scatter plots and cumulative distributions of parameter spaces are quite different between the two data sets. The predicted canopy photosynthesis rate demonstrates wider 95% uncertainty bounds than the latent and sensible heat fluxes. Comparison of model performances between two-source and three-source models shows that the parameter sensitivities are different and that the three-source model gives more constrained uncertainty bounds. Finally, a 'best' parameter set is used to estimate the energy budgets at the three sources. It is shown that the net radiation on shaded leaves is about 20% of the sunlit leaves, whereas the ratio is 50% for latent heat flux around noon. Hence, the shaded leaves are predicted as acting as sinks of sensible heat, reducing the predicted temperature difference, between the two groups of leaves. (C) 2003 Elsevier B.V. All rights reserved. |
出处 | Agricultural and Forest Meteorology |
卷 | 122 |
期 | 1-2 |
页 | 39-63 |
收录类别 | SCI |
语种 | 英语 |
ISSN号 | 0168-1923 |
内容类型 | SCI/SSCI论文 |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/23267] |
专题 | 地理科学与资源研究所_历年回溯文献 |
推荐引用方式 GB/T 7714 | Mo X. G.,Beven K.. Multi-objective parameter conditioning of a three-source wheat canopy model. 2004. |
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