The Strategic Random Search (SRS) - A new global optimizer for calibrating hydrological models
文献类型：期刊论文
| 作者 | Wei, Haoshan1; Zhang, Yongqiang; Liu, Changming; Huang, Qi1; Jia, Pengxin; Xu, Zhenwu1; Guo, Yuhan1 |
| 刊名 | ENVIRONMENTAL MODELLING & SOFTWARE
 |
| 出版日期 | 2024 |
| 卷号 | 172页码:105914 |
| 关键词 | Global optimizer Unconstrained single-objective function Strategic Random Search Model calibration Rainfall-runoff models |
| DOI | 10.1016/j.envsoft.2023.105914 |
| 产权排序 | 1 |
| 英文摘要 | This study introduces a novel global optimization algorithm, Strategic Random Search (SRS), tailored for effi-cient calibration of hydrological models. SRS outperforms 14 other optimization algorithms on 23 classical benchmark functions and 29 CEC-2017 benchmark functions, demonstrating its superiority on more than hal f of these tests. Additionally, when applied to rainfall-runof f models, SRS consistently, rapidly, and robustly con-verges to optimal solutions, surpassing five other algorithms. SRS, developed independently of existing intelli-gent optimization methods, offers versatility with only two adjustable parameters, making it suitable for various problem types. Through rigorous testing and comparisons, SRS emerges as a robust, widely applicable, and stable convergence algorithm. |
| WOS关键词 | DATA ASSIMILATION ; UNCERTAINTY ; EVOLUTION |
| WOS研究方向 | Computer Science ; Engineering ; Environmental Sciences & Ecology ; Water Resources |
| WOS记录号 | WOS:001143655400001 |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/201691]  |
| 专题 | 陆地水循环及地表过程院重点实验室_外文论文 |
| 作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Water Cycle & Related Land Surface Proc, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Wei, Haoshan,Zhang, Yongqiang,Liu, Changming,et al. The Strategic Random Search (SRS) - A new global optimizer for calibrating hydrological models[J]. ENVIRONMENTAL MODELLING & SOFTWARE,2024,172:105914. |
| APA | Wei, Haoshan.,Zhang, Yongqiang.,Liu, Changming.,Huang, Qi.,Jia, Pengxin.,...&Guo, Yuhan.(2024).The Strategic Random Search (SRS) - A new global optimizer for calibrating hydrological models.ENVIRONMENTAL MODELLING & SOFTWARE,172,105914. |
| MLA | Wei, Haoshan,et al."The Strategic Random Search (SRS) - A new global optimizer for calibrating hydrological models".ENVIRONMENTAL MODELLING & SOFTWARE 172(2024):105914. |
入库方式： OAI收割
来源：地理科学与资源研究所
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