Numerical Optimization and Model Predictive Control [SerienID : 4229]

Many problems in economy and industry require an optimal solution under consideration of specific criteria and constraints. From a mathematical point of view, this requires the numerical solution of a parametric optimization problem or a dynamic optimization problem. The latter formulation accounts for the dynamics of the underlying process and is particularly relevant in the context of optimal control and model predictive control (MPC). In summary, the course covers the following topics:

  • Introduction to and examples of static and dynamic optimization problems
  • Unconstrained numerical optimization (optimality conditions, numerical methods)
  • Constrained numerical optimization (linear/quadratic/nonlinear problems, optimality conditions, numerical methods)
  • Dynamical optimization / optimal control problems (calculus of variations, optimality conditions, PMP, numerical methods)
  • Nonlinear model predictive control (formulations, stability, real-time solution)

Semester

Sommersemester 2025, Sommersemester 2023

Zugang via

StudOn-Zugang

aktualisiert

2025-09-29 15:50:44

Abonnements

9

  • # 2
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 02
    Prof. Dr. Knut Graichen
    2025-04-29 Sommersemester 2025
  • # 3
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 03
    Prof. Dr. Knut Graichen
    2025-05-02 Sommersemester 2025
  • # 4
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 04
    Prof. Dr. Knut Graichen
    2025-05-06 Sommersemester 2025
  • # 5
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 01
    Paulina Conrad
    2025-05-09 Sommersemester 2025
  • # 6
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 05
    Prof. Dr. Knut Graichen
    2025-05-13 Sommersemester 2025
  • # 7
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 06
    Prof. Dr. Knut Graichen
    2025-05-16 Sommersemester 2025
  • # 8
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 07
    Prof. Dr. Knut Graichen
    2025-05-20 Sommersemester 2025
  • # 9
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 08
    Prof. Dr. Knut Graichen
    2025-05-23 Sommersemester 2025
  • # 10
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 02
    Paulina Conrad
    2025-05-27 Sommersemester 2025
  • # 11
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 09
    Prof. Dr. Knut Graichen
    2025-05-30 Sommersemester 2025
  • # 12
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 03
    Paulina Conrad
    2025-06-03 Sommersemester 2025
  • # 13
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 10
    Prof. Dr. Knut Graichen
    2025-06-06 Sommersemester 2025
  • # 14
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 11
    Prof. Dr. Knut Graichen
    2025-06-13 Sommersemester 2025
  • # 15
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 12
    Prof. Dr. Knut Graichen
    2025-06-24 Sommersemester 2025
  • # 16
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 04
    Paulina Conrad
    2025-06-27 Sommersemester 2025
  • # 17
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 13
    Prof. Dr. Knut Graichen
    2025-07-01 Sommersemester 2025
  • # 18
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 05
    Paulina Conrad
    2025-07-04 Sommersemester 2025
  • # 19
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 14
    Prof. Dr. Knut Graichen
    2025-07-08 Sommersemester 2025
  • # 20
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 15
    Prof. Dr. Knut Graichen
    2025-07-15 Sommersemester 2025
  • # 21
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Lecture 16
    Prof. Dr. Knut Graichen
    2025-07-18 Sommersemester 2025
  • # 22
    StudOn-Zugang
    Numerical Optimization and Model Predictive Control - Exercise 06
    Paulina Conrad
    2025-07-22 Sommersemester 2025