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1
Dynamical systems and complex networks: a Koopman operator perspective
Published 2024-01-01Subjects: “…Koopman operator…”
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2
Data-driven Static Equivalence with Physics-informed Koopman Operators
Published 2024-01-01Subjects: Get full text
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3
A quantitative analysis of Koopman operator methods for system identification and predictions
Published 2022-12-01Subjects: “…Koopman operator…”
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4
Asymptotically stable data-driven koopman operator approximation with inputs using total extended DMD
Published 2025-01-01Subjects: Get full text
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5
Data-Driven Identification of Gas Turbine Engine Dynamics via Koopman Operator Genetic Algorithm
Published 2025-01-01Subjects: Get full text
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6
Short-Term Voltage Stability Prediction for Power Systems Based on a Dominant Koopman Operator-Enhanced MLE
Published 2025-01-01Subjects: Get full text
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7
A Data-Driven Observer for Wind Farm Power Gain Potential: A Sparse Koopman Operator Approach
Published 2025-07-01Subjects: Get full text
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8
From Block-Oriented Models to the Koopman Operator: A Comprehensive Review on Data-Driven Chemical Reactor Modeling
Published 2025-07-01Subjects: Get full text
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9
Online Tuning of Koopman Operator for Fault-Tolerant Control: A Case Study of Mobile Robot Localising on Minimal Sensor Information
Published 2025-05-01Subjects: Get full text
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10
Koopman-Driven Grip Force Prediction Through EMG Sensing
Published 2025-01-01Subjects: “…Koopman operator theory…”
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11
An Alternative Framework for Dynamic Mode Decomposition with Control
Published 2025-05-01Subjects: Get full text
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12
Koopman-based linearization of preparatory EEG dynamics in Parkinson’s disease during galvanic vestibular stimulation
Published 2025-05-01Subjects: Get full text
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13
Deep learning for structure-preserving universal stable Koopman-inspired embeddings for nonlinear canonical Hamiltonian dynamics
Published 2025-01-01Subjects: Get full text
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14
Recursive Forward-Backward EDMD: Guaranteed Algebraic Search for Koopman Invariant Subspaces
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15
Applied Koopman Theory for Partial Differential Equations and Data-Driven Modeling of Spatio-Temporal Systems
Published 2018-01-01“…We demonstrate that the observables chosen for constructing the Koopman operator are critical for enabling an accurate approximation to the nonlinear dynamics. …”
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16
Optimal DMD Koopman Data-Driven Control of a Worm Robot
Published 2024-11-01“…The dynamic mode decomposition (DMD) method is used to generate the Koopman operator. Finally, a linear quadratic regulator (LQR) control method is applied for the control of the worm robot. …”
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17
On Prigogine's approaches to irreversibility: a case study by the baker map
Published 2004-01-01“…In both theories, the evolution operator U† of observables (the Koopman operator) is found to acquire dissipativity by restricting observables to an appropriate subspace Φ of the Hilbert space L2 of square integrable functions. …”
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18
Deciphering chaos in the Madden-Julian oscillation
Published 2024-12-01“…Combining eigen-time-delay embedding and Koopman operator into a regression model, we further reveal the cause of chaos through a data-drive approach. …”
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19
Recursive regulator: a deep-learning and real-time model adaptation strategy for nonlinear systems
Published 2025-08-01“…To address this challenge, here we present a strategy that applies a regulator to the Koopman operator, enabling real-time model adaptation for nonlinear systems. …”
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20
Temporally-consistent koopman autoencoders for forecasting dynamical systems
Published 2025-07-01“…Koopman Autoencoders (KAEs) harness the expressivity of deep neural networks (DNNs), the dimension reduction capabilities of autoencoders, and the spectral properties of the Koopman operator to learn a reduced-order feature space with simpler, linear dynamics. …”
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