Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1080/02626667.2024.2347974 |
Groundwater model diagnostic calibration and uncertainty analysis using information theory | |
Khorshidi, Mohammad Sadegh; Izady, Azizallah; Al-Maktoumi, Ali; Chen, Mingjie; Nikoo, Mohammad Reza; Gandomi, Amir H. | |
通讯作者 | Izady, A |
来源期刊 | HYDROLOGICAL SCIENCES JOURNAL
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ISSN | 0262-6667 |
EISSN | 2150-3435 |
出版年 | 2024 |
卷号 | 69期号:7页码:878-890 |
英文摘要 | This study aims, as a first attempt, to establish a framework for multi-objective optimization diagnostic model calibration and uncertainty analysis based on information theory, including mutual information (MI) and variation of information (VI). Moreover, a global sensitivity analysis was performed using the information coefficient of correlation to determine the incremental contribution of each model parameter. The applicability of the proposed framework was tested in an arid region of Oman with complex hydrogeological conditions and hardrock-alluvial aquifer systems. The findings highlight the capability of the information theory approach to simultaneously calibrate the model and assess uncertainty, while providing valuable diagnostics for identifying areas of the model that require further refinement. Furthermore, the results indicate that the proposed framework successfully reproduced 96% of the observed data, demonstrating its ability to reduce parameter uncertainty and ensure an accurate match between the simulated and observed data. |
英文关键词 | diagnostic model calibration uncertainty analysis mutual information variation of information information coefficient of correlation |
类型 | Article |
语种 | 英语 |
收录类别 | SCI-E |
WOS记录号 | WOS:001229094900001 |
WOS关键词 | APPROXIMATE BAYESIAN COMPUTATION ; SENSITIVITY-ANALYSIS ; QUANTIFICATION ; PERFORMANCE ; ERROR |
WOS类目 | Water Resources |
WOS研究方向 | Water Resources |
资源类型 | 期刊论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/404122 |
推荐引用方式 GB/T 7714 | Khorshidi, Mohammad Sadegh,Izady, Azizallah,Al-Maktoumi, Ali,et al. Groundwater model diagnostic calibration and uncertainty analysis using information theory[J],2024,69(7):878-890. |
APA | Khorshidi, Mohammad Sadegh,Izady, Azizallah,Al-Maktoumi, Ali,Chen, Mingjie,Nikoo, Mohammad Reza,&Gandomi, Amir H..(2024).Groundwater model diagnostic calibration and uncertainty analysis using information theory.HYDROLOGICAL SCIENCES JOURNAL,69(7),878-890. |
MLA | Khorshidi, Mohammad Sadegh,et al."Groundwater model diagnostic calibration and uncertainty analysis using information theory".HYDROLOGICAL SCIENCES JOURNAL 69.7(2024):878-890. |
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