Podrobná bibliografie
| Název: |
Optimization of groundwater utilization strategy based on an improved snake optimizer integrating whale algorithm and bubble-net mechanism. |
| Autoři: |
Shuang, Hou, Chuanchen, Zhou, Miao, Liu, Xiaosheng, Wang, Linjie, Hao |
| Zdroj: |
Scientific Reports; 10/31/2025, Vol. 15 Issue 1, p1-17, 17p |
| Témata: |
GROUNDWATER, GROUNDWATER management, METAHEURISTIC algorithms, OPTIMIZATION algorithms, IRRIGATION farming, MATHEMATICAL optimization |
| Abstrakt: |
Groundwater is a vital resource for agricultural irrigation, and optimizing its allocation is essential for sustainable water management. This paper presents an improved Snake Optimizer (W-SO) to address the challenges of premature convergence and local optima in traditional SO algorithms. The proposed W-SO algorithm integrates the Whale Optimization Algorithm's (WOA) bubble-net mechanism and incorporates a Logistic chaos initialization strategy to enhance population diversity. The W-SO algorithm is applied to optimize groundwater utilization strategies, and the results demonstrate its superiority over other optimization algorithms in terms of convergence speed and solution quality. [ABSTRACT FROM AUTHOR] |
|
Copyright of Scientific Reports is the property of Springer Nature and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) |
| Databáze: |
Complementary Index |