Cargando…

Sparse identification of nonlinear dynamics for model predictive control in the low-data limit

Data-driven discovery of dynamics via machine learning is pushing the frontiers of modelling and control efforts, providing a tremendous opportunity to extend the reach of model predictive control (MPC). However, many leading methods in machine learning, such as neural networks (NN), require large v...

Descripción completa

Detalles Bibliográficos
Autores principales: Kaiser, E., Kutz, J. N., Brunton, S. L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6283900/
https://www.ncbi.nlm.nih.gov/pubmed/30839858
http://dx.doi.org/10.1098/rspa.2018.0335