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Robust learning and control of time-delay nonlinear systems with deep recurrent Koopman operators
Published 2024Subjects: Get full text
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22
Gain-Preserving Data-Driven Approximation of the Koopman Operator and Its Application in Robust Controller Design
Published 2021-04-01Subjects: “…Koopman operator…”
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23
Analysis of chaotic economic models through Koopman operators, EDMD, Takens' theorem and Machine Learning
Published 2022-11-01Subjects: Get full text
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24
Efficient economic model predictive control of water treatment process with the learning-based Koopman operator
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25
A Koopman operator-based prediction algorithm and its application to COVID-19 pandemic and influenza cases
Published 2024-03-01Subjects: “…Koopman operator…”
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26
A Convex Data-Driven Approach for Nonlinear Control Synthesis
Published 2021-10-01Subjects: Get full text
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27
Data‐driven sensor fault detection and isolation of nonlinear systems: Deep neural‐network Koopman operator
Published 2023-01-01“…The proposed method uses deep neural network architecture to obtain an invariant set of basis functions for the Koopman operator to form a linear predictor for a nonlinear system. …”
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28
A deep Koopman operator‐based modelling approach for long‐term prediction of dynamics with pixel‐level measurements
Published 2024-02-01“…In this study, a deep convolutional network based on the Koopman operator (CKNet) is proposed to model non‐linear systems with pixel‐level measurements for long‐term prediction. …”
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29
Implementation of a robust data-driven control approach for an ommi-directional mobile manipulator based on koopman operator
Published 2022-11-01“…The dynamic modeling and control of omni-directional mobile manipulators (OMM) are challenging since they are highly nonlinear, strongly coupled, and multi-input multi-output uncertainty systems. Koopman operator theory can provide an explicit linear dynamic model for OMM, only based on input-output data. …”
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30
Reduced-order Koopman modeling and predictive control of nonlinear processes
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31
Data-driven prediction of temperature variations in an open cathode proton exchange membrane fuel cell stack using Koopman operator
Published 2023-10-01Subjects: Get full text
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32
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33
Study of the Hypergeometric Equation via Data Driven Koopman-EDMD Theory
Published 2023-01-01Subjects: Get full text
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34
Evaluation of the Regions of Attraction of Higher-Dimensional Hyperbolic Systems Using Extended Dynamic Mode Decomposition
Published 2023-02-01Subjects: Get full text
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35
Is the Finite-Time Lyapunov Exponent Field a Koopman Eigenfunction?
Published 2021-10-01Subjects: “…Koopman operator…”
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36
Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework
Published 2023-01-01Subjects: Get full text
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37
Predicting the Critical Number of Layers for Hierarchical Support Vector Regression
Published 2020-12-01Subjects: Get full text
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38
On the anti-missile interception technique of unpowered phase based on data-driven theory
Published 2022-01-01Subjects: Get full text
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39
Koopman fault‐tolerant model predictive control
Published 2024-04-01Subjects: Get full text
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40
Data-Driven Active Learning Control for Bridge Cranes
Published 2023-10-01Subjects: Get full text
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