对MINLP能源优化问题的线性化方法
Anastasiia Zhadan1, Alexey Martemyanov1, Alexander Allahverdyan1
1St.Petersburg State University, 7/9 Universitetskaya nab., Saint Petersburg, Russia, 199034.
Scientific reports
|July 30, 2025
概括
本研究引入了线性化技术,通过解决非线性设备效率问题来提高电池储能系统 (BESS) 调度精度. 这些方法可以减少分布式能源系统中的运行错误.
科学领域:
- 电气工程 电气工程
- 优化理论 优化理论
背景情况:
- 分布式能源系统依赖于电池储能系统 (BESS) 提供稳定性和降低成本.
- 在BESS和功率转换器中的非线性效率曲线导致计划和实际储能之间的差异.
- 准确的建模对于有效的BESS运行和集成到智能电网至关重要.
研究的目的:
- 提出和评估线性化技术,以减轻BESS充电/放电时间表中的错误.
- 为了比较特殊顺序集合类型1 (SOS1),特殊顺序集合类型2 (SOS2) 和泰勒方法的有效性.
- 在效率曲线线化中开发用于最佳初始点选择的启发式.
主要方法:
- 使用SOS1,SOS2和泰勒方法对非线性设备特性 (BESS,DC/AC,AC/DC转换器) 进行线性化.
- 开发用于选择线性化间隔的起始点的启发式.
- 拟议的控制策略的实施和实验验证.
主要成果:
- 通过非线性设备效率所造成的操作错误的明显减少.
- 实验结果证实了拟议的线性化方法的有效性.
- 启发式计算为线性化间隔提供了有效的初始点选择.
结论:
- 线性化技术显著提高了分布式能源系统中BESS调度的准确性.
- 提出的方法为管理功率电子和能量存储中的非线性提供了实际解决方案.
- 这项研究有助于现代能源网的更可靠和更具成本效益的运行.
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