Difference between revisions of "GP SSM"

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(Papers which are more oriented toward control)
(Papers which are more oriented toward control)
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* A. Surana, [[Media:KoopmanObserverBasedSynthesis.pdf | Koopman Based Operator Synthesis for Control-Affine Noninear Systems]], ''Proc. IEEE Conf. Decision and Control'', 2016
 
* A. Surana, [[Media:KoopmanObserverBasedSynthesis.pdf | Koopman Based Operator Synthesis for Control-Affine Noninear Systems]], ''Proc. IEEE Conf. Decision and Control'', 2016
 
* A. Surana and A. Banaszuk, [[Media:LinearObserverSynthesis.pdf | Linear Observer Synthesis for Nonlinear Systems Using Koopman Operator Framework]], ''IFAC Papers Online'', 49-18, pp. 716-723, 2016.
 
* A. Surana and A. Banaszuk, [[Media:LinearObserverSynthesis.pdf | Linear Observer Synthesis for Nonlinear Systems Using Koopman Operator Framework]], ''IFAC Papers Online'', 49-18, pp. 716-723, 2016.
* E. Kaiser, N. Kutz, and S. Brunton, [[Sparse identification of nonlinear dynamics for model predictive control in the low-data limit]] ''arXiv preprint'' arXiv:1711.05501 (2017).
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* E. Kaiser, N. Kutz, and S. Brunton, [[Media: sparseMPC.pdf | Sparse identification of nonlinear dynamics for model predictive control in the low-data limit]] ''arXiv preprint'' arXiv:1711.05501 (2017).
  
 
==== Papers which are more oriented toward fluids ====
 
==== Papers which are more oriented toward fluids ====

Revision as of 14:30, 5 February 2018

This page gathers references and materials related to the study of

  • Gaussian Process (GP) State Space Models (SSM)
  • Deep Learning
  • Koopman Spectral Methods.

Gaussian Process Approaches

Basic Gaussian Process Info

  • Rasmussen and Williams

Web Links

Papers on GP-SSMs


Deep Learning

Papers on Deep Learning Theory

Review-like papers

Papers on Scattering Networks

Scattering Networks are proposed by Stephan Mallat (of wavelet fame) to understand why deep nets work so well.

Classics

Web Links

Koopman Spectral Method

Papers on Koopman Spectral methods

Papers which are more oriented toward control

Papers which are more oriented toward fluids

Some Early Papers

Other Papers