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Schematic of output feedback control using observer and controller gain kernels obtained via neural operator.

Journal: Scientific Reports

Article Title: Neural operator for observer gains and output-feedback control of coupled PDE–ODE systems

doi: 10.1038/s41598-025-14090-0

Figure Lengend Snippet: Schematic of output feedback control using observer and controller gain kernels obtained via neural operator.

Article Snippet: With the observer gains determined, we define the output-feedback controller for the system ( ) as follows and the schematic is shown in Fig. . Fig. 3 Schematic of output feedback control using observer and controller gain kernels obtained via neural operator.

Techniques: Control

Comparison between the analytic and predicted gain controllers. The top panel (a) depicts the analytically derived gain controller, while the bottom panel (b) shows the gain controller predicted by the proposed model, demonstrating the accuracy of the prediction method.

Journal: Scientific Reports

Article Title: Neural operator for observer gains and output-feedback control of coupled PDE–ODE systems

doi: 10.1038/s41598-025-14090-0

Figure Lengend Snippet: Comparison between the analytic and predicted gain controllers. The top panel (a) depicts the analytically derived gain controller, while the bottom panel (b) shows the gain controller predicted by the proposed model, demonstrating the accuracy of the prediction method.

Article Snippet: With the observer gains determined, we define the output-feedback controller for the system ( ) as follows and the schematic is shown in Fig. . Fig. 3 Schematic of output feedback control using observer and controller gain kernels obtained via neural operator.

Techniques: Comparison, Derivative Assay