Showing 1 - 20 results of 80 for search '"Koopman operator"', query time: 0.14s Refine Results
  1. 1

    On Numerical Approximations of the Koopman Operator by Igor Mezić

    Published 2022-04-01
    Subjects: “…koopman operator…”
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    Article
  2. 2

    Autoencoding for the "Good Dictionary" of eigenpairs of the Koopman operator by Neranjaka Jayarathne, Erik M. Bollt

    Published 2024-01-01
    “…Reduced order modelling relies on representing complex dynamical systems using simplified modes, which can be achieved through the Koopman operator(KO) analysis. However, computing Koopman eigenpairs for high-dimensional observable data can be inefficient. …”
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    Article
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    Vehicular Applications of Koopman Operator Theory—A Survey by Waqas A. Manzoor, Samir Rawashdeh, Alireza Mohammadi

    Published 2023-01-01
    “…Koopman operator theory has proven to be a promising approach to nonlinear system identification and global linearization. …”
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    Article
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    Applications of the Koopman Operator: Novel Methods and Formulations for Lifted Linear Models by Ng, Jerry

    Published 2023
    “…We then discuss the methods for constructing the Koopman Operator. Specifically, we alleviate the pitfalls of current data-driven methods for construction of the Koopman Operator through the use of a data-driven formulation of Direct Encoding, which is based on integration. …”
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    Thesis
  11. 11

    Network Structure Identification Based on Measured Output Data Using Koopman Operators by Zhuanglin Mei, Toshiki Oguchi

    Published 2022-12-01
    “…In the second step, we define the dynamical inputs as new variables and identify the dynamics of the network system with measured output data using Koopman operators. Finally, we extract the network structure from the identified dynamics as the information transmitted via the network. …”
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    Article
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    Learning Hamiltonian neural Koopman operator and simultaneously sustaining and discovering conservation laws by Jingdong Zhang, Qunxi Zhu, Wei Lin

    Published 2024-02-01
    “…Here, for the Hamiltonian mechanics, we propose the Hamiltonian neural Koopman operator (HNKO), integrating the knowledge of mathematical physics in learning the Koopman operator, and making it automatically sustain and even discover the conservation laws. …”
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    Article
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    Koopman Operator Theory Applied to Lambert’s Problem with a Spectral Behavior Analysis by Pasiecznik, Julia

    Published 2023
    “…Furthermore, the Koopman Operator enables the computation of these solutions with low computational complexity. …”
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    Thesis
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    Koopman operator based model predictive control for trajectory tracking of an omnidirectional mobile manipulator by Xuehong Zhu, Chengjun Ding, Lizhen Jia, Yubo Feng

    Published 2022-11-01
    “…This paper designs a Koopman operator based model predictive control (MPC) scheme for trajectory tracking control of an OMM. …”
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    Article
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    Data-driven moving horizon state estimation of nonlinear processes using Koopman operator by Yin, Xunyuan, Qin, Yan, Liu, Jinfeng, Huang, Biao

    Published 2024
    “…In this paper, a data-driven constrained state estimation method is proposed for nonlinear processes. Within the Koopman operator framework, we propose a data-driven model identification procedure for state estimation based on the algorithm of extended dynamic mode decomposition, which seeks an optimal approximation of the Koopman operator for a nonlinear process in a higher-dimensional space that correlates with the original process state-space via a prescribed nonlinear coordinate transformation. …”
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    Journal Article