首页> 外文会议>IEEE Conference on Decision and Control >On applications of the spectral theory of the Koopman operator in dynamical systems and control theory
【24h】

On applications of the spectral theory of the Koopman operator in dynamical systems and control theory

机译:关于Koopman算符的谱理论在动力学系统和控制理论中的应用。

获取原文

摘要

Recent contributions have extended the applicability of Koopman operator theory from dynamical systems to control. Stability theory got reformulated in terms of spectral properties of the Koopman operator [1], providing a nice link between the way we treat linear systems and nonlinear systems and opening the door for the use of classical linear e.g. pole placement theory in the fully nonlinear setting. New concepts such as isostables proved useful in the context of optimal control. Here, using Kato Decomposition we develop Koopman expansion for general LTI systems. We also interpret stable and unstable subspaces in terms of zero level sets of Koopman eigenfunctions. We then utilize conjugacy properties of Koopman eigenfunctions to extend these results to globally stable systems. In conclusion, we discuss how the classical Hamilton-Jacobi-Bellman setting for optimal control can be reformulated in operator-theoretic terms and point the applicability of spectral operator theory in max-plus algebra to it. Geometric theories such as differential positivity have been also related to spectral theories of the Koopman operator [2], in cases when the attractor is a fixed point or a limit cycle, pointing the way to the more general case of quasiperiodic and chaotic attractors.
机译:最近的贡献已将Koopman算子理论的适用性从动态系统扩展到了控制。稳定性理论根据Koopman算子的光谱性质进行了重新表述[1],为我们处理线性系统和非线性系统的方式之间的良好联系提供了很好的联系,并为经典线性系统的使用打开了大门。完全非线性设置中的极点布置理论。等价物等新概念在最佳控制的背景下被证明是有用的。在这里,使用Kato分解,我们为通用LTI系统开发了Koopman扩展。我们还根据Koopman特征函数的零级集来解释稳定子空间和不稳定子空间。然后,我们利用考夫曼特征函数的共轭特性将这些结果扩展到全局稳定的系统。总之,我们讨论了如何以算子理论来重构经典的Hamilton-Jacobi-Bellman最优控制设置,并指出了谱算子理论在max-plus代数中的适用性。在吸引子是一个固定点或极限环的情况下,诸如微分正性之类的几何理论也已经与Koopman算子的光谱理论相关联,这为准周期和混沌吸引子的更一般的情况指明了方向。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号