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cs.LG2024
Leveraging KANs For Enhanced Deep Koopman Operator Discovery
George Nehma, Madhur Tiwari
Multi-layer perceptrons (MLP's) have been extensively utilized in discovering Deep Koopman operators for linearizing nonlinear dynamics. With the emergence of Kolmogorov-Arnold Net…
math-ph2024
Deep Learning Based Dynamics Identification and Linearization of Orbital Problems using Koopman Theory
George Nehma, Madhur Tiwari, Manasvi Lingam
The study of the Two-Body and Circular Restricted Three-Body Problems in the field of aerospace engineering and sciences is deeply important because they help describe the motion o…