概括
本研究介绍了一种数字双胞胎预测控制策略,用于管理具有时间延迟的非线性系统. 该方法简化了控制器设计,并确保复杂系统的稳定性,即使是未知的动态.
科学领域:
- 控制系统工程 控制系统工程
- 计算机科学 计算机科学
- 应用数学 应用数学 应用数学
背景情况:
- 数字双胞胎越来越多地用于制造业,能源和医疗保健.
- 具有时间延迟的非线性系统的预测控制存在重大挑战.
研究的目的:
- 为具有时间延迟的非线性动态系统开发基于数字双胞胎的预测控制策略.
- 解决已知动态,未知动态和网络物理不确定性的系统.
主要方法:
- 建立了一个数字双胞胎控制系统框架.
- 提出了一个数字双胞胎预测控制策略和一个数字双胞胎控制预测器.
- 数据驱动的数字模型是为未知的非线性动态构建的.
主要成果:
- 拟议的策略简化了控制器设计,允许基于无时间延迟的非线性系统进行设计.
- 对于分析的闭环系统,得出了一个统一的稳定性标准.
- 模拟证实了该方法对时间延迟,未知动态和通信延迟的系统的有效性.
结论:
- 数字双胞胎预测控制方法为复杂的非线性系统提供了强大的解决方案.
- 该方法积极补偿时间和通信延迟,提高系统性能和稳定性.
相关概念视频
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