دورية أكاديمية

An Enhanced Horned Lizard Optimization Algorithm for Flood Control Operation of Cascade Reservoirs

التفاصيل البيبلوغرافية
العنوان: An Enhanced Horned Lizard Optimization Algorithm for Flood Control Operation of Cascade Reservoirs
المؤلفون: Chenye Liu, Yangyang Xie, Saiyan Liu, Jiyao Qin, Jianfeng Wei, Hongyuan Fang, Huihua Du
المصدر: Water, Vol 16, Iss 17, p 2458 (2024)
بيانات النشر: MDPI AG, 2024.
سنة النشر: 2024
المجموعة: LCC:Hydraulic engineering
LCC:Water supply for domestic and industrial purposes
مصطلحات موضوعية: Horned Lizard Optimization Algorithm, flood control operation, cascade reservoirs, high-dimensional problem, Hydraulic engineering, TC1-978, Water supply for domestic and industrial purposes, TD201-500
الوصف: The multi-reservoir flood control operation (MRFCO) problem is characterized by high dimensions and multiple constraints. These features pose significant challenges to algorithms aiming to solve the MRFCO problem, requiring them not only to handle high-dimensional variables effectively but also to manage constraints efficiently. The Horned Lizard Optimization Algorithm (HLOA) performs excellently in handling high-dimensional problems and effectively integrates with penalty functions to manage constraints. However, it still exhibits poor convergence when dealing with certain benchmark functions. Therefore, this paper proposes the Enhanced Horned Lizard Optimization Algorithm (EHLOA), which incorporates Circle initialization and two strategies for avoiding local optima, thereby enhancing HLOA’s convergence performance. Firstly, EHLOA was tested on benchmark functions, where it demonstrated strong robustness and scalability. Then, EHLOA was applied to the MRFCO problem at the upper section of Lanzhou of the Yellow River in China, showing excellent convergence capabilities and the ability to escape local optima. The reduction rates of flood peaks achieved by EHLOA for the two millennial floods and two decamillennial floods were 55.6%, 52.8%, 58.1%, and 56.4%, respectively. Additionally, the generated operation schemes showed that the reservoir volumes changes were reasonable, and the discharge processes were stable under EHLOA’s operation. Overall, EHLOA can be considered a reliable algorithm for addressing the MRFCO problem.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2073-4441
Relation: https://www.mdpi.com/2073-4441/16/17/2458; https://doaj.org/toc/2073-4441
DOI: 10.3390/w16172458
URL الوصول: https://doaj.org/article/6322819f6c95496fba7aa93a3f84a9fb
رقم الأكسشن: edsdoj.6322819f6c95496fba7aa93a3f84a9fb
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20734441
DOI:10.3390/w16172458