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.

2022W, VO, 2.0h, 3.0EC
TUWEL

Properties

  • Semester hours: 2.0
  • Credits: 3.0
  • Type: VO Lecture
  • Format: Presence

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

Offline lectures, 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

Additional information

A list of currently available theses (project, seminar, bachelor and diploma theses) can be found at: https://www.tuwien.at/mwbw/mec/studium/abschlussarbeiten.

Lecturers

Institute

Course dates

DayTimeDateLocationDescription
Mon14:00 - 16:0003.10.2022 - 23.01.2023Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Identifikation - Experimentelle Modellbildung - Single appointments
DayDateTimeLocationDescription
Mon03.10.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon10.10.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon17.10.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon24.10.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon31.10.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon07.11.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon14.11.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon21.11.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon28.11.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon05.12.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon12.12.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon19.12.202214:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon09.01.202314:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon16.01.202314:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung
Mon23.01.202314:00 - 16:00Seminarraum BD 02C [328.032] Identifikation - Experimentelle Modellbildung

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
05.09.2022 16:00 23.12.2022 12:00 23.12.2022 13:00

Curricula

Study CodeSemesterPrecon.Info
066 445 Mechanical Engineering STEOP
Course requires the completion of the introductory and orientation phase
066 445 Mechanical Engineering
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
700 Mechanical Engineering
700 Mechanical Engineering
730 Chemical and Process Engineering

Literature

Lecture notes for this course are available (institute 325A4). 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.

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