Diffusion Maps Kalman Filter for a Class of Systems with Gradient Flows

© 1991-2012 IEEE. In this paper, we propose a non-parametric method for state estimation of high-dimensional nonlinear stochastic dynamical systems, which evolve according to gradient flows with isotropic diffusion. We combine diffusion maps, a manifold learning technique, with a linear Kalman filte...

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Bibliographic Details
Main Authors: Shnitzer, Tal, Talmon, Ronen, Slotine, Jean-Jacques
Other Authors: Massachusetts Institute of Technology. Nonlinear Systems Laboratory
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2021
Online Access:https://hdl.handle.net/1721.1/135213