328.032 Identifikation - Experimentelle Modellbildung
This course is in all assigned curricula part of the STEOP.
This course is in at least 1 assigned curriculum part of the STEOP.

2020W, VO, 2.0h, 3.0EC
TUWEL

Properties

  • Semester hours: 2.0
  • Credits: 3.0
  • Type: VO Lecture
  • Format: Distance Learning

Learning outcomes

After successful completion of the course, students are able to achieve two targets of data-driven modelling:

  1. For a given application problem with existing measurement data both the selection of a suitable model structure as well as the optimal estimation of the optimal model parameters can be performed. Alternative models can be assessed in a quantitative way and can be validated by state-of-the-art methods.
  2. Advanced literature on methods for system identification can be acquired and implemented idependently.

Subject of course

System parameter estimation using the least squares method, statistical properties of the estimated parameters, estimation of weighting sequences, the extended least squares method, the generalizes least squares method, parameter estimation in closed loop, design of identification experiments, artificial neural networks, nonlinear optimization

Teaching methods

Presentation over live online meetings, presentation of computational examples using MATLAB/Simulink, links to current research projects at the department, discussion of results and alternatives.

The lecture is actually held in combination with the respective exercise comprising presentations of computational examples and homeworks.

Mode of examination

Written and oral

Lecturers

Institute

Course dates

DayTimeDateLocationDescription
Mon16:00 - 18:0005.10.2020 - 25.01.2021Seminarraum BA 05 (LIVE)Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Identifikation - Experimentelle Modellbildung - Single appointments
DayDateTimeLocationDescription
Mon05.10.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon12.10.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon19.10.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon26.10.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon02.11.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon09.11.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon16.11.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon23.11.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon30.11.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon07.12.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon14.12.202016:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon11.01.202116:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon18.01.202116:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)
Mon25.01.202116:00 - 18:00Seminarraum BA 05 Lecture/Exercise, Live Online Meeting (Link see TUWEL)

Examination modalities

Oral exam of the complete learning matter, or

Home project completing two identification tasks + basic oral presentation.

Course registration

Begin End Deregistration end
31.08.2020 16:00 18.12.2020 16:30 18.12.2020 12:00

Curricula

Study CodeSemesterPrecon.Info
066 445 Mechanical Engineering STEOP
Course requires the completion of the introductory and orientation phase
066 445 Mechanical Engineering STEOP
Course requires the completion of the introductory and orientation phase
066 453 Biomedical Engineering
066 473 Chemical and Process Engineering
066 482 Mechanical Engineering - Management STEOP
Course requires the completion of the introductory and orientation phase
066 482 Mechanical Engineering - Management STEOP
Course requires the completion of the introductory and orientation phase
700 Mechanical Engineering
700 Mechanical Engineering
730 Chemical and Process Engineering

Literature

Lecture notes for this course are available (institute 325A5). Further literature references in the script.

Opening hours of the secretary's office: Tuesday, Wednesday and Thursday from 09:00 a.m. till 11:00 a.m.

Due to COVID the institute is not open to students. Please contact the secretary's office via E-Mail oder telephone.

Previous knowledge

Fundamentals of Feedback Control is compulsory and excellent knowledge in the fields of mathematics and stochastics is expected. Especially Digital Control is nice to have although not compulsory.

Preceding courses

Accompanying courses

Continuative courses

Language

German