Analytic Extended Dynamic Mode Decomposition [PDF]
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Alexandre Mauroy, Igor Mezić
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On Convergence of Extended Dynamic Mode Decomposition to the Koopman Operator [PDF]
Journal of Nonlinear Science, 2017 Extended Dynamic Mode Decomposition (EDMD) is an algorithm that approximates the action of the Koopman operator on an $N$-dimensional subspace of the space of observables by sampling at $M$ points in the state space. Assuming that the samples are drawn either independently or ergodically from some measure $ $, it was shown that, in the limit as $M ...
Milan Korda, Igor Mezić
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On the Effect of Quantization on Extended Dynamic Mode Decomposition [PDF]
2025 American Control Conference (ACC)Extended Dynamic Mode Decomposition (EDMD) is a widely used data-driven algorithm for estimating the Koopman Operator. EDMD extends Dynamic Mode Decomposition (DMD) by lifting the snapshot data using nonlinear dictionary functions before performing the estimation.
Dilip Kumar Maity, Debdipta Goswami
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Extended dynamic mode decomposition with dictionary learning: A data-driven adaptive spectral decomposition of the Koopman operator [PDF]
Chaos: An Interdisciplinary Journal of Nonlinear Science, 2017 Numerical approximation methods for the Koopman operator have advanced considerably in the last few years. In particular, data-driven approaches such as dynamic mode decomposition (DMD)51 and its generalization, the extended-DMD (EDMD), are becoming increasingly popular in practical applications.
Qianxiao Li +3 more
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Larger Substituents Enhance Stereospecificity in 1,1-Diazene Nitrogen Extrusion through Attenuation of Dynamic Mismatching. [PDF]
JACS AuWu RK, Zhang SQ, Hong X.
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Federated spatial-temporal traffic forecasting with VMD-enhanced graph attention and LSTM. [PDF]
Sci RepMundada T, Ramdhave S, Jain S, Gupta S.
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Secure localization of land vehicles under GPS spoofing attack with decomposition Kalman filter. [PDF]
Sci RepZhao M, Han Z, Wang E, Liu J.
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Fusing EEG Features Extracted by Microstate Analysis and Empirical Mode Decomposition for Diagnosis of Schizophrenia. [PDF]
Sensors (Basel)Song S, Du L, Yin J, Ling S.
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Method for predicting dynamic current-carrying capacity of transmission lines by integrating improved VMD and time-varying ensemble model. [PDF]
PLoS OneYang S, Hao W.
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