对海上风力发电安装平台压力自升床的气动控制进行研究
Junguo Cui1,2, Qi Shi1,2, Yunfei Lin1,2
1College of Mechanical and Electrical Engineering, China University of Petroleum, Qingdao 266580, China.
Sensors (Basel, Switzerland)
|December 23, 2023
概括
这项研究通过优化模糊神经网络PID控制器来增强海上风力轮机安装平台的压力控制. 新的控制器显著减少了超越,并改善了稳定时间,以实现更安全,更有效的深水作业.
科学领域:
- 海洋工程 海洋工程
- 控制系统 控制系统
- 可再生能源技术可再生能源技术
背景情况:
- 深水海上风力发电安装需要有压力自升的专用平台.
- 这些地毯中的不稳定的内部压力对平台的完整性和操作安全构成重大风险.
研究的目的:
- 研究和改进自升的气动控制系统,以提高压力控制精度.
- 制定一个强大的控制策略,以确保海上风电安装平台的稳定性和安全性.
主要方法:
- 建立了自升的气动模型.
- 设计和模拟常规PID和模糊PID控制器.
- 使用神经网络 (BP) 算法优化模糊PID控制器参数,创建一个模糊的神经网络PID控制器.
主要成果:
- 与传统PID相比,模糊PID控制器显示调整时间缩短和超越.
- 与模糊的PID相比,优化的模糊神经网络PID控制器减少了9.71%的超越和68.9%的稳定时间.
- 实验验证证了模糊神经网络PID控制器的更快的响应速度和更小的超越.
结论:
- 模糊神经网络 PID 控制器显著提高了压力控制的准确性和稳定性.
- 这种先进的控制系统为深水海上风电安装平台的安全和高效工程应用提供了科学基础.
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