Model Parameter Optimization Method Research in Heihe River Open Modeling Environment (HOME) | |
Huo, Jiuyuan1; Zhang, Yaonan2; Luo, Lihui2; Long, Yinping2; He, Zhengfang3; Liu, Li4 | |
刊名 | INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE
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2017-09-01 | |
卷号 | 31期号:9页码:22 |
关键词 | Hydrological models parameter estimation HOME Xinanjiang model ORABC |
ISSN号 | 0218-0014 |
DOI | 10.1142/S0218001417590170 |
通讯作者 | Huo, Jiuyuan(huojy@lzb.ac.cn) |
英文摘要 | How to make the existing models from different disciplines effectively interoperate and integrate is one of the primary challenges for scientists and decision-makers. Heihe river Open Modeling Environment (HOME) provides a convenient model coupling platform that enables researchers concentrate on the theory and applications of ecological and hydrological watershed models. The model parameter optimization is an important component and key step that links models and simulation of watershed. In this paper, through integration modules of existing models, an improved ABC algorithm (ORABC) based on optimization strategy and reservation strategy of the best individuals was introduced into HOME as a hydrological model parameter optimization module, and coupled with the Xinanjiang hydrological model to complete automatically task of model parameter optimization. The runoff simulation experiments in Heihe river watershed were taken to verify the parameter optimization in HOME, and the simulation results testified the efficiency and effectiveness of the method. It can significantly improve simulation accuracy and efficiency of hydrological and ecological models, and promote the scientific researches for watershed issues. |
收录类别 | SCI |
WOS关键词 | RAINFALL-RUNOFF MODELS ; CALIBRATION ; FRAMEWORK ; ALGORITHM |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
语种 | 英语 |
出版者 | WORLD SCIENTIFIC PUBL CO PTE LTD |
WOS记录号 | WOS:000402745500010 |
内容类型 | 期刊论文 |
URI标识 | http://www.corc.org.cn/handle/1471x/2558011 |
专题 | 寒区旱区环境与工程研究所 |
通讯作者 | Huo, Jiuyuan |
作者单位 | 1.Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Lanzhou, Peoples R China 2.Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Peoples R China 3.Liaocheng Univ, Liaocheng, Peoples R China 4.Chongqing Univ, Sch Software Engn, Chongqing, Peoples R China |
推荐引用方式 GB/T 7714 | Huo, Jiuyuan,Zhang, Yaonan,Luo, Lihui,et al. Model Parameter Optimization Method Research in Heihe River Open Modeling Environment (HOME)[J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,2017,31(9):22. |
APA | Huo, Jiuyuan,Zhang, Yaonan,Luo, Lihui,Long, Yinping,He, Zhengfang,&Liu, Li.(2017).Model Parameter Optimization Method Research in Heihe River Open Modeling Environment (HOME).INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE,31(9),22. |
MLA | Huo, Jiuyuan,et al."Model Parameter Optimization Method Research in Heihe River Open Modeling Environment (HOME)".INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE 31.9(2017):22. |
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