Knowledge Resource Center for Ecological Environment in Arid Area
Using conditional nonlinear optimal perturbation method in parameter optimization of land surface processes model | |
Li Hong-Qi1; Guo Wei-Dong1,2; Sun Guo-Dong3; Zhang Yao-Cun1 | |
通讯作者 | Guo Wei-Dong |
来源期刊 | ACTA PHYSICA SINICA
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ISSN | 1000-3290 |
出版年 | 2011 |
卷号 | 60期号:1 |
英文摘要 | In this paper, we attempted to entend the application of conditional nonlinear optimal perturbation (CNOP) to the optimization of parameters in land surface model. We used the common land model and data of Tongyu station, which is a reference site of the CEOP in the semi-arid regions, and used three key parameters (soil color, soil sand/lay proportion and leaf area index) as parameters to be optimized. Two experiments are designed in our work, namely the single-parameter optimization and the triple-parameter optimization. Notable improvements in simulating sensible heat flux (SH), latent heat flux (LH), soil temperature (TS) and moisture (MS) at shallow layers were achieved by using the optimized parameters. In addition, the latter experiment shows a better performance than the former. All results above illustrate that the application of CNOP method can be extended to parameters optimization of land surface model. And what is more, due to its other advantages, such as the clear mathematical meaning, the simple design structure, and the fast computing speed, it shows a great potential for further applications in parameters optimization of related problems. |
英文关键词 | conditional nonlinear optimal perturbation parameters optimization land surface model |
类型 | Article |
语种 | 中文 |
国家 | Peoples R China |
收录类别 | SCI-E |
WOS记录号 | WOS:000287419100122 |
WOS关键词 | OSCILLATION |
WOS类目 | Physics, Multidisciplinary |
WOS研究方向 | Physics |
来源机构 | 中国科学院大气物理研究所 ; 南京大学 |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/166755 |
作者单位 | 1.Nanjing Univ, Sch Atmospher Sci, Inst Climate & Global Change Res, Nanjing 210093, Peoples R China; 2.Chinese Acad Sci, RCE TEA, Inst Atmospher Phys, Beijing 100029, Peoples R China; 3.Chinese Acad Sci, LASG, Inst Atmospher Phys, Beijing 100029, Peoples R China |
推荐引用方式 GB/T 7714 | Li Hong-Qi,Guo Wei-Dong,Sun Guo-Dong,et al. Using conditional nonlinear optimal perturbation method in parameter optimization of land surface processes model[J]. 中国科学院大气物理研究所, 南京大学,2011,60(1). |
APA | Li Hong-Qi,Guo Wei-Dong,Sun Guo-Dong,&Zhang Yao-Cun.(2011).Using conditional nonlinear optimal perturbation method in parameter optimization of land surface processes model.ACTA PHYSICA SINICA,60(1). |
MLA | Li Hong-Qi,et al."Using conditional nonlinear optimal perturbation method in parameter optimization of land surface processes model".ACTA PHYSICA SINICA 60.1(2011). |
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