Data-driven Modelling and Reduction of Large-scale Systems [1 ECTS]

Speaker:  Dante Kalise - Imperial College London, UK
  Monday, December 4, 2023 at 2:30 PM (to be confirmed)

In the course students will explore cutting-edge techniques for efficient model reduction in simulation, optimization, and control of complex systems. Topics include advanced model reduction methods to simplify high-dimensional systems, data-driven optimization techniques, active subspaces for dimensionality reduction, and the application of Koopman operators to uncover hidden system dynamics.

By the course's end, participants will learn how to  simulate and optimize non-linear system, and gain valuable insights into large-scale systems using data-driven approaches, tackling some real-application.


Schedule of the minicourse:

- Tuesday, 5th December,   Aula Alfa  15:30 - 17:30   (Lesson 1)

- Wednesday, 6th December,   Aula L  11:30 - 13:00  (Lesson 2)

- Wednesday, 6th December,   Aula L  14:00 - 15:30  (Lesson 3)

- Thursday, 7th December, Sala Riunioni second floor  9:30-11:00 (Discussion).









Programme Director
Giacomo Albi

External reference
Publication date
October 10, 2023