CDS 110b: State Estimation: Difference between revisions

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{{cds110b-wi07}}
{{cds110b-wi08}}
This set of lectures presents an introduction to modern (optimization-based) control design and introduces the concepts of state estimation and observers.  Beginning with a definition of observability, we provide conditions under which a linear system is observable and show how to construct an observer in the case where there is no noise.  We then prove the ''separation principle'', which shows how to combine state regulation with state estimation. __NOTOC__
This set of lectures presents an introduction to modern (optimization-based) control design and introduces the concepts of state estimation and observers.  Beginning with a definition of observability, we provide conditions under which a linear system is observable and show how to construct an observer in the case where there is no noise.  We then prove the ''separation principle'', which shows how to combine state regulation with state estimation. __NOTOC__


== Course Materials ==
* {{cds110b-wi08 pdfs|L5-1_intro.pdf|Lecture Presentation}}  
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=== Lecture 1 ===
* {{cds110b-wi07_pdfs|syllabus.pdf|Syllabus}}
* {{cds110b-wi07_pdfs|L1-1_intro.pdf|Lecture Presentation}} ([http://www.cds.caltech.edu/~murray/courses/cds110/wi07/mp3/3Jan07.mp3 MP3])
* {{cds110b-wi07_pdfs|hw1.pdf|HW #1}}
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=== Lecture 2 ===
* {{cds110b-wi07_pdfs|L1-2_estimators.pdf|Lecture Presentation}} ([http://www.cds.caltech.edu/~murray/courses/cds110/wi07/mp3/5Jan07.mp3 MP3])
* Reading: [[AM:Main Page|AM06]], [[AM:Output Feedback|Sec 7.1-7.3]]
* {{cds110b-wi07_pdfs|dfan_est.m|dfan_est.m}} - sample computations for Caltech ducted fan
|}


== References and Further Reading ==
== References and Further Reading ==
*  {{AM06|Chapter 7 - Output Feedback}}
*  {{AM08|Chapter 7 - Output Feedback}}, Sections 7.1-7.3
* Friedland, Chapters 7 and 8


== Frequently Asked Questions ==
== Frequently Asked Questions ==

Revision as of 04:53, 8 February 2008

CDS 110b Schedule Project Course Text

This set of lectures presents an introduction to modern (optimization-based) control design and introduces the concepts of state estimation and observers. Beginning with a definition of observability, we provide conditions under which a linear system is observable and show how to construct an observer in the case where there is no noise. We then prove the separation principle, which shows how to combine state regulation with state estimation.

References and Further Reading

Frequently Asked Questions