Lecture 11

Tid: Måndag 20 januari 2014 kl 10:15 - 12:00 2014-01-20T10:15:00 2014-01-20T12:00:00

Kungliga Tekniska högskolan
FEL3201 Data Driven Modeling - Basic Course (8 credits)

Plats: L43

Info:

Open Loop Experiment Design

  • Basics
    • Informative experiments
    • Choice of sampling interval and pre-sampling filters
  • Applications oriented experiment design 
    • Relating application specifications to the identification specifications.
    • Least-costly identification
    • Computational issue
      • Convexification
      • Frequency-domain design
    •  The cost of system and model complexity.
  • Robust design
  • Adaptive

Reading Material

Ljung: Chapter 13.1-13.3, Applications oriented experiment design

Optional References

Lecturer

Håkan Hjalmarsson

Administratör Håkan Hjalmarsson skapade händelsen 11 oktober 2013

Administratör Håkan Hjalmarsson ändrade rättigheterna 14 oktober 2013

Kan därmed läsas av alla och ändras av håkan hjalmarsson (hjalmars@kth.se).
Administratör Håkan Hjalmarsson redigerade 16 oktober 2013

Model Selection and Model Validation
* Classic model order selection  criteria (AIC, BIC, MDL),
*  Hypothesis tests
Reading Material Ljung: Chapter 16¶

Optional References
* Slides 10
* Slides 11
Lecturer Cristian Rojas¶

Administratör Håkan Hjalmarsson redigerade 16 oktober 2013

Model Selection and Model VaOpen Loop Experiment Design
* Basics

* Informative experiments
* Choice of sampling interval and pre-sampling filters
* App
lidcation
* Classic model order selection  criteria (AIC, BIC, MDL),
*  Hypothesis tests
Reading Material Ljung: Chapter 16
s oriented experiment design 

* Relating application specifications to the identification specifications.
* Least-costly identification
* Computational issue

* Convexification
* Frequency-domain design
*  The cost of system and model complexity.
* Robust design
* Adaptive
Reading Material Ljung: Chapter 13.1-13.3, Applications oriented experiment design

Optional References
* Slides 10
* Slides 11
Lecturer Cristian Rojas

Administratör Håkan Hjalmarsson redigerade 16 oktober 2013

Open Loop Experiment Design
* Basics

* Informative experiments
* Choice of sampling interval and pre-sampling filters
* Applications oriented experiment design 

* Relating application specifications to the identification specifications.
* Least-costly identification
* Computational issue

* Convexification
* Frequency-domain design
*  The cost of system and model complexity.
* Robust design
* Adaptive
Reading Material Ljung: Chapter 13.1-13.3, Applications oriented experiment design

Optional References
* Slides 10
* Slides 11
Lecturer Cristian Rojas
Lecturer Håkan Hjalmarsson

Administratör Cristian Rojas redigerade 3 november 2013

Lecture 121

Administratör Håkan Hjalmarsson redigerade 20 januari 2014

L43

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