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- W4384644017 abstract "Ensemble Kalman inversion (EKI) is a sequential Monte Carlo method used to solve inverse problems within a Bayesian framework. Unlike backpropagation, EKI is a gradient-free optimization method that only necessitates the evaluation of artificial neural networks in forward passes. In this study, we examine the effectiveness of EKI in training neural ordinary differential equations (neural ODEs) for system identification and control tasks. To apply EKI to optimal control problems, we formulate inverse problems that incorporate a Tikhonov-type regularization term. Our numerical results demonstrate that EKI is an efficient method for training neural ODEs in system identification and optimal control problems, with runtime and quality of solutions that are competitive with commonly used gradient-based optimizers." @default.
- W4384644017 created "2023-07-19" @default.
- W4384644017 creator A5088737112 @default.
- W4384644017 date "2023-07-15" @default.
- W4384644017 modified "2023-10-18" @default.
- W4384644017 title "Gradient-free training of neural ODEs for system identification and control using ensemble Kalman inversion" @default.
- W4384644017 doi "https://doi.org/10.48550/arxiv.2307.07882" @default.
- W4384644017 hasPublicationYear "2023" @default.
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