Sparse Sensor Placement Optimization for Reconstruction
This video discusses the important problem of how to select the fewest and most informative sensors to estimate a high-dimensional data set. I will discuss the algorithm and give several examples from control theory, to insect flight, to manufacturing.
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapter 3 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Sparse Sensor Placement Optimization for Reconstruction канала Steve Brunton
Book Website: http://databookuw.com
Book PDF: http://databookuw.com/databook.pdf
These lectures follow Chapter 3 from:
"Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control" by Brunton and Kutz
Amazon: https://www.amazon.com/Data-Driven-Science-Engineering-Learning-Dynamical/dp/1108422098/
Brunton Website: eigensteve.com
Видео Sparse Sensor Placement Optimization for Reconstruction канала Steve Brunton
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Reinforcement Learning: Machine Learning Meets Control TheoryShannon Nyquist Sampling TheoremThe Spectrogram and the Gabor TransformInner Products in Hilbert SpaceTesla Valve | The complete physicsSparse Representation (for classification) with examples!Compressed Sensing: OverviewAmazing Science Toys/Gadgets 1The Insane Biology of: The OctopusPySINDy: A Python Library for Model DiscoveryWhat Is Turbulence? Turbulent Fluid Dynamics are EverywhereThis metal is more valuable than goldThe Fast Fourier Transform AlgorithmTurbulence Closure Models: Reynolds Averaged Navier Stokes (RANS) & Large Eddy Simulations (LES)The Laplace Transform: A Generalized Fourier TransformSparse Sensor Placement Optimization for Classification (SSPOC)Robust Principal Component Analysis (RPCA)Complex Fourier SeriesWhat is Sparsity?Model Predictive Control