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Geometric output tracking of nonlinear distributed parameter systems via adaptive model reduction

机译:通过自适应模型约简来跟踪非线性分布参数系统的几何输出

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We focus on the output tracking problem of distributed parameter systems (DPSs) which can be described by a set of nonlinear dissipative partial differential equations (PDEs). The infinite-dimensional modal representation of such systems in appropriate subspaces can be decomposed to finitedimensional slow and probably unstable, and infinite-dimensional fast and stable subsystems. Taking advantage of this decomposition, adaptive model reduction techniques and specifically adaptive proper orthogonal decomposition (APOD) can be used for the recursive construction of locally accurate low dimensional reduced order models (ROMs). The proposed geometric APOD-based control structure is the combination of a nonlinear Luenberger-like geometric dynamic observer and a globally linearizing controller (GLC) designed for tracking the desired output. The proposed geometric control approach is successfully illustrated on the output tracking of target thermal dynamics for a catalytic reactor. Specifically, the geometric output tracking strategy is used to reduce the hot spot temperature and manage the thermal energy distribution through reactor length during process evolution with limited number of actuators and sensors.
机译:我们关注于分布式参数系统(DPS)的输出跟踪问题,该问题可以通过一组非线性耗散偏微分方程(PDE)来描述。此类系统在适当子空间中的无限维模态表示可以分解为有限维的慢速(可能是不稳定的)以及无限维的快速且稳定的子系统。利用这种分解,可以将自适应模型约简技术,尤其是自适应固有正交分解(APOD)用于局部精确的低维降阶模型(ROM)的递归构造。所提出的基于几何APOD的控制结构是类似非线性Luenberger的几何动态观察器和为跟踪所需输出而设计的全局线性化控制器(GLC)的组合。所提出的几何控制方法已成功地说明了催化反应器目标热力学的输出跟踪。具体来说,几何输出跟踪策略用于在过程演化过程中使用数量有限的执行器和传感器来降低热点温度并通过反应堆长度来管理热能分配。

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