Cds212 SP14: Difference between revisions

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<font color='blue' size='+2'>CDS 110b: Introduction to Control Theory</font>__NOTOC__
<font color='blue' size='+2'>CDS 212: Robust Control</font>__NOTOC__
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'''Teaching Assistants'''
'''Teaching Assistants'''
* Vanessa Jonsson
* Vanessa Jonsson
* Contact: vjonssons@cds.caltech.edu
* Contact: vjonsson@cds.caltech.edu
* Office hours: TH, 4-5 pm, Ann 213, and upon request
* Office hours: TH, 4-5 pm, Ann 213, and upon request
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=== Tentative Lecture Schedule ===
=== Tentative Lecture Schedule ===


{| class="mw-collapsible " width=100% border=1 cellpadding=5
{| width=100% border=1 cellspacing=0 cellpadding=5
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| '''Week'''
| '''Date'''
| '''Date'''
| '''Topic'''
| '''Topic'''
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| '''Homework'''
| '''Homework'''
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|- valign=top
| 1
| 1 Apr <br> 3 Apr
| Course overview, Norms for signals and systems
|
*{{DFT}}&nbsp;Ch&nbsp;1,&nbsp;2&nbsp; <br> DP Ch 3
* [https://www.cds.caltech.edu/~murray/wiki/index.php/File:CDS212MatlabV1.zip ]
* [https://www.cds.caltech.edu/~murray/wiki/images/7/72/Readme.txt readme]
|- valign=top
|- valign=top
| 7 Jan <br>  9 Jan
| 2
| Robustness, fragility, complexity and control I
| 3 Apr <br> 5 Apr
* Examples in neuroscience, glycolysis, technology
| Uncertain systems, structured singular values
Inverted pendulum revisited <br>
| DP Ch 8
Discrete time, finite horizon LQR
|  
* [https://www.cds.caltech.edu/~murray/wiki/images/b/b5/InvertedPendulum_classnote.pdf  notes]<br>
* [https://www.cds.caltech.edu/~murray/wiki/images/0/04/CDS110bLect1.pdf  slides1], [https://www.cds.caltech.edu/~murray/wiki/images/a/a6/CDS110bLect1.pptx slides2]
| [https://www.cds.caltech.edu/~murray/wiki/images/0/0f/Cds110bwi14_hw1.pdf hw1]
|- valign=top
|- valign=top
| 14 Jan <br> 16 Jan
| 3
| Discrete time stochastic LQR <br>
| 8 Apr <br>10 Apr
*  Finite horizon, infinite horizon
| Hinf analysis
|  
|  
* [https://www.cds.caltech.edu/~murray/wiki/images/c/c5/Ln1.pdf lecnotes1 ]
* [https://www.cds.caltech.edu/~murray/wiki/index.php/File:Report_siy.pdf Hinfreport]
* [https://www.cds.caltech.edu/~murray/wiki/images/8/83/Ln2.pdf lecnotes2]
* [https://www.cds.caltech.edu/~murray/wiki/index.php/File:YouCandidacy.pdf Hinfslides]
* [http://lall.stanford.edu/svn/engr207b_2012_to_2013_winter/data/matrix_facts_2011_02_07_01.pdf matrixnotes]
* [http://ecee.colorado.edu/~ecen5448/Articles/GuaranteedRobustnessMargins_for_LQG_Doyle.pdf counterexample]
| [https://www.cds.caltech.edu/~murray/wiki/images/d/d9/Cds110bwi14hw2.pdf hw2]
 
| <!--[[CDS 212, Homework 2, Fall 2010|HW 2]] -->
|- valign=top
|- valign=top
| 21 Jan <br> 23 Jan
| 4
| Continuous time LQR
|15 Apr <br> 17 Apr
* Pontryagin's maximum principle <br>
| Hinf synthesis
* Costate equations
| DP Ch 7
SDPs, duality and LQR
| <!-- [[CDS 212, Homework 3, Fall 2010|HW 3]]-->
* Relationship to Riccati solutions
|- valign=top
|  
 
|
|- valign=top
|- valign=top
| 28 Jan <br> 30 Jan
| 5
| State estimation <br>
| 29 Apr <br> 1 May
Kalman Filters
|
|  
* Stability of nonlinear systems
| [https://www.cds.caltech.edu/~murray/wiki/images/4/47/Cds110bwi14_hw3.pdf hw3]
* Sum-of-squares
* Control Lyapunov functions
| [http://sysos.eng.ox.ac.uk/sostools/sostools.pdf SOStools]
[https://www.cds.caltech.edu/~murray/wiki/images/f/f5/TutorialSOS.pdf SOStutorial]
[https://www.cds.caltech.edu/~murray/wiki/images/c/c9/CtrlSysMagHelpSOS.pdf helpSOS]
[https://www.cds.caltech.edu/~murray/wiki/images/d/dc/DenniceLogisticsMandelbrot.pdf DGMandelbrot]
[https://www.cds.caltech.edu/~murray/wiki/index.php/File:MandNew.pptx Mandelbrot]
| <!-- [[CDS 212, Homework 5, Fall 2010|HW 5]] -->
|- valign=top
|- valign=top
| 4 Feb <br> 6 Feb
| 6
| Discrete time output feedback LQG
| 6 May <br> 8 May
* Connections with H2 optimal control
| Layering in Complex Networked Systems
|  
| [https://www.cds.caltech.edu/~murray/wiki/images/a/a4/Chen-201405-CDS212.pdf slides]
|
|
|- valign=top
|- valign=top
| 11 Feb <br> 13 Feb
| 7
| Modeling, Robustness/efficiency tradeoffs <br>
| 13 May  <br> 15 May
* Heart rate variability
| Positive Systems
|  
* [https://www.cds.caltech.edu/~murray/wiki/images/c/cb/2HRVdetails.pdf lecslides]
*[https://www.cds.caltech.edu/~murray/wiki/images/4/4b/Main_text.pdf HRVpreprint ] [https://www.cds.caltech.edu/~murray/wiki/images/b/b4/SI.PDF HRVSI]
|  
|  
|- valign=top
|- valign=top
| 18 Feb <br> 20 Feb <br>
| 8
| 20 May <br> 22 May
|
|
|
* Regularization for control
|
* Decentralized control
|- valign=top
|- valign=top
| 25 Feb <br> 27 Feb <br>
|
|
|- valign=top
| 4 Mar <br> 6 Mar <br>
|
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|- valign=top
| 11 Mar <br>
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Latest revision as of 04:56, 8 May 2014

CDS 212: Robust Control

Instructors

  • John Doyle, doyle@cds.caltech.edu
  • Lectures: Tu/Th, 2:30-4 314 ANB
  • Office hours: TBD (please e-mail to schedule)

Teaching Assistants

  • Vanessa Jonsson
  • Contact: vjonsson@cds.caltech.edu
  • Office hours: TH, 4-5 pm, Ann 213, and upon request

Course Description

Introduction to modern feedback control theory with emphasis on the role of feedback in overall system analysis and design. Examples drawn from throughout engineering and science. Open versus closed loop control. State-space methods, time and frequency domain, stability and stabilization, realization theory. Time-varying and nonlinear models. Uncertainty and robustness.

Announcements

  • 2 Apr 2014: web page creation

Tentative Lecture Schedule

Week Date Topic Reading Homework
1 1 Apr
3 Apr
Course overview, Norms for signals and systems
2 3 Apr
5 Apr
Uncertain systems, structured singular values DP Ch 8
3 8 Apr
10 Apr
Hinf analysis
4 15 Apr
17 Apr
Hinf synthesis DP Ch 7
5 29 Apr
1 May
  • Stability of nonlinear systems
  • Sum-of-squares
  • Control Lyapunov functions
SOStools

SOStutorial helpSOS DGMandelbrot Mandelbrot

6 6 May
8 May
Layering in Complex Networked Systems slides
7 13 May
15 May
Positive Systems
8 20 May
22 May
  • Regularization for control
  • Decentralized control

Course Text and References

The main course text is

You may find the following texts useful as well:

Selected Papers

1. M Chiang, SH Low, AR Calderbank, JC. Doyle (2007) Layering As Optimization Decomposition, PROCEEDINGS OF THE IEEE, Volume: 95 Issue: 1 Jan 2007 link

2. Martins NC, Dahleh MA, Doyle JC (2007) Fundamental Limitations of Disturbance Attenuation in the Presence of Side Information, IEEE Trans Auto Control, Feb 2007 link

3. Bowman, Balch, Artaxo, Bond, Carlson, Cochrane, D’Antonio, DeFries, Doyle, et al. Fire in the Earth System, Science, Vol. 324 no. 5926 pp. 481-484 24 April 2009 link

4. Willinger W, Alderson D, and Doyle JC (2009) Mathematics and the internet: A source of enormous confusion and great potential. Notices Amer Math Soc 56:586-599. link

5. Alderson DL, Doyle JC (2010) Contrasting views of complexity and their implications for network-centric infrastructures. IEEE Trans Systems Man Cybernetics—Part A: Syst Humans 40:839-852. link

6. Gayme DF, McKeon BJ, Papachristodoulou P, Bamieh B, Doyle JC (2010) A streamwise constant model of turbulence in plane Couette flow, J Fluid Mech, vol 665, pp 99-119 link

7. H. Sandberg, J. C. Delvenne, J. C. Doyle. (2011) On Lossless Approximations, the Fluctuation-Dissipation Theorem, and Limitations of Measurements, IEEE Trans Auto Control, Feb 2011

8. J Lavaei, A Babakhani, A Hajimiri, and JC Doyle (2011), Solving Large-Scale Hybrid Circuit-Antenna Problems, IEEE Transactions on Circuits and Systems I, vol. 58, no. 2, pp. 374-387, Feb. 2011. link

9. Chandra F, Buzi G, Doyle JC (2011) Glycolytic oscillations and limits on robust efficiency. Science, Vol 333, pp 187-192. link

10. JC Doyle, ME Csete (2011) Architecture, Constraints, and Behavior, P Natl Acad Sci USA, vol. 108, Sup 3 15624-15630 link

11. Gayme DF, McKeon BJ, Bamieh B, Papachristodoulou P, Doyle JC (2011) Amplification and Nonlinear Mechanisms in Plane Couette Flow, Physics of Fluids, V23, Issue 6, 065108 link

12. Page, M. T., D. Alderson, and J. Doyle (2011), The magnitude distribution of earthquakes near Southern California faults, J. Geophys. Res., 116, B12309, doi:10.1029/2010JB007933.

13. Namas R, Zamora R, An, G, Doyle, J et al, (2012) Sepsis: Something old, something new, and a systems view, Journal Of Critical Care Volume: 27 Issue: 3 link

14. Chen, L; Ho, T; Chiang, M, Low S; Doyle J,(2012) Congestion Control for Multicast Flows With Network Coding, IEEE Trans On Information Theory Volume: 58 Issue: 9 Pages: 5908-5921 link