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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
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
DOI10.1142/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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