直流微电网的运行优化,以实现稳定性和经济性:一个模型和数据共同驱动的框架
Yuxin Zhu1, Fei Wang2, Zhengyu Lin3
1Shanghai Key Laboratory of Power Station Automation Technology, Department of Electrical Engineering, School of Mechatronic Engineering and Automation, Shanghai University, Shanghai, China.
Communications engineering
|July 14, 2025
概括
本研究介绍了对直流微电网的稳定性受约束运行优化,确保系统稳定性,同时平衡经济目标. 这种高效的方法保证了稳定性,并且在速度上优于传统方法.
科学领域:
- 电气工程 电气工程
- 电力系统 电力系统
- 优化优化 优化优化
背景情况:
- 直流 (DC) 微电网对于清洁能源的整合至关重要.
- 微电网的稳定性经常受到经济优化的损害,特别是在故障期间.
- 在DC微电网中平衡稳定性和经济性仍然是一个重大挑战.
研究的目的:
- 为岛屿直流微电网开发稳定性受约束的操作优化.
- 确保经济目标不会影响系统稳定.
- 提出一种高效可靠的优化方法.
主要方法:
- 为稳定性受约束的操作制定非线性优化模型.
- 开发一个模型-数据联合驱动的解决方案算法.
- 整合局部凸近似和稳定性评估以提高效率.
主要成果:
- 提出的方法严格保证了微电网的稳定性要求.
- 该方法表现出高效率,溶解时间以秒为单位.
- 它具有针对预测错误的强度,并避免违反稳定性约束.
结论:
- 稳定性受约束的操作优化有效地平衡了DC微电网中的经济性和稳定性.
- 模型数据驱动的方法提供了一个计算效率高,可靠的解决方案.
- 这种方法提高了稳定和经济的直流微电网的实际实施.
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