Physics-aware machine learning and data assimilation
Luca Magri
People
Group
Collaborations
Publications
Research
Overview
Data assimilation and UQ
Physics-aware machine learning
Optimization
Chaos
Reacting flows
Sound
Linear methods from quantum mechanics
Teaching
University modules
Artificial intelligence for engineering
Mathematical methods
Summer/winter schools
Misc
Contact
Opportunities
Outreach
>
Data-driven methods, machine learning and optimization
Data-driven Dynamical Systems Analysis
DNS Database
Open-source software
Mathematical methods
Lecture notes (Jupyter books)
1.
Introduction to optimization
2.
1D Search methods
3.
Multidimensional search methods
4.
Constrained optimization: linear programming
5.
Nonlinear constrained optimization
6.
Global optimization: Simulated annealing
Videos
1D direct search: Golden section method
Constrained optimization: linear programming (simplex method)
Luca Magri
People
Group
Collaborations
Publications
Research
Overview
Data assimilation and UQ
Physics-aware machine learning
Optimization
Chaos
Reacting flows
Sound
Linear methods from quantum mechanics
Teaching
University modules
Artificial intelligence for engineering
Mathematical methods
Summer/winter schools
Misc
Contact
Opportunities
Outreach
>
Data-driven methods, machine learning and optimization
Data-driven Dynamical Systems Analysis
DNS Database
Open-source software