一个改进的Sinh Cosh优化器,用于优化纳米电网中的能源管理系统
Asmaa H Rabie1,2, Sally Elghamrawy3,4, Aboul Ella Hassanien5,6
1Computers and Control Systems Engineering Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt. asmaahamdy@mans.edu.eg.
Scientific reports
|September 12, 2025
概括
通过优化能源管理,改进的Sinh Cosh优化器 (ISCHO) 显著降低了纳米电网的运营成本. 这种新的算法性能优于传统方法,确保有效利用可再生能源.
科学领域:
- * 电气工程 电气工程
- * 计算机科学 计算机科学
- * 优化算法 优化算法
背景情况:
- *将可再生能源整合到纳米电网中,需要高效的能源管理系统.
- * 传统的优化方法在平衡各种能源 (风能,太阳能,天然气,电池) 方面面临挑战,导致性能不足最佳,成本增加.
- * 需要先进的算法来优化纳米电网运行并降低成本.
研究的目的:
- * 引入了改进的Sinh Cosh优化器 (ISCHO),这是一个新的元启发算法.
- * 增强纳米电网中的能源管理系统,以优化能源使用和最小化运营成本.
- * 为了证明ISCHO在降低成本和提高效率方面比传统方法更优越.
主要方法:
- * 开发了改进的Sinh Cosh优化器 (ISCHO) 算法,其灵感来源于Sinh和Cosh函数.
- * 探索-开发平衡的动态调整,以实现高效的搜索空间探索和融合.
- *优化纳米电网内能源生产和储存的关键参数.
主要成果:
- *ISCHO在500个和1000个人口大小中实现了最佳健康值 (0),这表明成本大幅降低.
- *与黑猩猩算法相比,ISCHO表现出更高的性能,其健身值为0和23.768 × 10-6 .
- *ISCHO表现出具有竞争力的执行时间 (例如,500个人口中的3.00862秒),并且在基准函数上的表现优于其他算法.
结论:
- *ISCHO是一个强大而有效的解决方案,用于纳米电网中的实时能源管理.
- *该算法显著降低了总运营成本,提高了纳米电网的经济可行性.
- *ISCHO的效率和速度使其成为现实世界纳米电网应用的实用选择.
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