一般的最佳功率流量解决方案与技术改进和通过多目标ARO算法减排相关
Amlak Abaza1, Ragab A El-Sehiemy2,3, Zakeria Elbarabry4
1Electrical Engineering Department, Faculty of Engineering, Kafrelsheikh University, Kafrelsheikh, 33516, Egypt.
Scientific reports
|July 21, 2025
概括
人工子优化 (ARO) 算法有效地优化了电网的发电计划. 它平衡了技术,经济和环境因素,实现了运营效率的显著提高.
科学领域:
- 电力工程 电力工程
- 优化算法 优化算法
- 电网管理 电网管理
背景情况:
- 现代电网需要平衡技术,经济和环境目标,以实现最佳运行.
- 最佳功率流 (OPF) 对于满足负载需求而同时遵守约束至关重要.
- 现有的优化方法在有效处理多目标OPF问题时面临挑战.
研究的目的:
- 介绍和评估用于解决OPF问题的人工子优化 (ARO) 算法.
- 评估ARO在单一和多目标优化场景中的表现,包括技术,经济和排放功能.
- 在各种IEEE标准电源系统上验证ARO的可扩展性和效率.
主要方法:
- 人工子优化 (ARO) 算法的开发.
- 实施ARO以实现发电机组最佳运行调度.
- 在22个不同的案例中,对6个IEEE标准电源系统 (小型和大型) 进行ARO测试.
- 对ARO与现有文献方法进行比较分析.
- 调查ARO的参数灵敏度 (种群大小,代).
主要成果:
- 与现有算法相比,ARO表现出强大而优异的性能,并具有良好的收率.
- 在技术和经济方面实现了高达47%的显著改善,同时考虑了环境问题.
- 该算法的有效性和可扩展性在各种电力系统大小和复杂性中得到了验证.
- ARO被证明是解决复杂OPF问题的有效替代方案.
结论:
- 人工子优化 (ARO) 算法是一种高效且可扩展的方法,可实现最佳的电流和发电调度.
- 在电力系统运行中,ARO成功地平衡了竞争的技术,经济和环境目标.
- 拟议的算法为现代电力工程挑战提供了具有竞争力和高效的解决方案.
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