CDS 101/110, Fall 2015: Difference between revisions

From Murray Wiki
Jump to navigationJump to search
No edit summary
Line 66: Line 66:
12 Oct <br> 14 Oct <br> 16 Oct
12 Oct <br> 14 Oct <br> 16 Oct
| Linear Systems
| Linear Systems
* Input/output response of LTI systems
* Matrix exponential, convolution equation
* Linearization around an equilibrium point
| FBS-2e 6.1-6.4
| FBS-2e 6.1-6.4
| {{cds110 fa15 pdf pending |hw3.pdf | HW 3}} <br> Due: 19 Oct
| {{cds110 fa15 pdf pending |hw3.pdf | HW 3}} <br> Due: 19 Oct
Line 72: Line 75:
19 Oct <br> 21 Oct <br> 23 Oct
19 Oct <br> 21 Oct <br> 23 Oct
| State Feedback
| State Feedback
| FBS 7.1-7.4
* Reachability
* State feedback and eigenvalue placement
| FBS-2 7.1-7.4
| {{cds110 fa15 pdf pending |hw4.pdf | HW 4}} <br> Due: 26 Oct
| {{cds110 fa15 pdf pending |hw4.pdf | HW 4}} <br> Due: 26 Oct
|- valign=top
|- valign=top
Line 78: Line 83:
26 Oct <br> 28 Oct <br> 30 Oct
26 Oct <br> 28 Oct <br> 30 Oct
| Output Feedback
| Output Feedback
| FBS 8.1-8.3
* State estimation
* Trajectory generation, feedforward
* Midterm review
| FBS-2e 8.1-8.3
| Midterm exam <br> Due: 3 Nov
| Midterm exam <br> Due: 3 Nov
|- valign=top
|- valign=top
Line 84: Line 92:
2 Nov <br> 4 Nov <br> 6 Nov
2 Nov <br> 4 Nov <br> 6 Nov
| Transfer Functions
| Transfer Functions
| FBS 9.1-9.4
* Frequency domain modeling
* Block diagram algebra
* Bode plots
| FBS-2e 9.1-9.4
| {{cds110 fa15 pdf pending |hw5.pdf | HW 5}} <br> Due: 9 Nov
| {{cds110 fa15 pdf pending |hw5.pdf | HW 5}} <br> Due: 9 Nov
|- valign=top
|- valign=top
Line 90: Line 101:
9 Nov <br> 11 Nov <br> 13 Nov
9 Nov <br> 11 Nov <br> 13 Nov
| Loop Analysis
| Loop Analysis
| FBS 10.1-10.3
* Loop transfer function and the Nyquist criterion
* Stability margins
| FBS-2e 10.1-10.3
| {{cds110 fa15 pdf pending |hw6.pdf | HW 6}} <br> Due: 16 Nov
| {{cds110 fa15 pdf pending |hw6.pdf | HW 6}} <br> Due: 16 Nov
|- valign=top
|- valign=top
Line 96: Line 109:
16 Nov <br> 18 Nov <br> 20 Nov
16 Nov <br> 18 Nov <br> 20 Nov
| PID Control
| PID Control
| FBS 11.1-11.4
* Simple controllers for complex systems
* Integral action and anti-windup
| FBS-2e 11.1-11.4
| {{cds110 fa15 pdf pending |hw7.pdf | HW 7}} <br> Due: 23 Nov
| {{cds110 fa15 pdf pending |hw7.pdf | HW 7}} <br> Due: 23 Nov
|- valign=top
|- valign=top
Line 102: Line 117:
23 Nov <br> 25 Nov*
23 Nov <br> 25 Nov*
| Loop Shaping, I
| Loop Shaping, I
| FBS 12.1-12.4
* Sensitivity functions
* Feedback design via loop shaping
| FBS-2e 12.1-12.4
| {{cds110 fa15 pdf pending |hw8.pdf | HW 8}} <br> Due: 30 Nov
| {{cds110 fa15 pdf pending |hw8.pdf | HW 8}} <br> Due: 30 Nov
|- valign=top
|- valign=top
Line 108: Line 125:
30 Nov <br> 2 Dec <br> 4 Dec
30 Nov <br> 2 Dec <br> 4 Dec
| Loop Shaping II
| Loop Shaping II
| FBS 12.6-12.7, 13.1-13.2
* Fundamental limitations
| {{cds110 fa15 pdf pending |hw9.pdf | HW 9}} <br> Due: 5 Oct
* Modeling uncertainty
|- valign=top
* Performance/robustness tradeoffs
| '''Finals'''<br>
| FBS-2e 12.6-12.7, 13.1-13.2
9-11 Dec
| Finals
|
| Final exam <br> Due 11 Dec
| Final exam <br> Due 11 Dec
|}
|}

Revision as of 05:37, 16 September 2015

Introduction to Control Systems

Instructors

  • Richard Murray (CDS/BE), murray@cds.caltech.edu
  • Lectures: MWF, 1-2 pm, 104 ANB
  • Office hours: Wed 2-3 pm (please e-mail to confirm)

Teaching Assistants

  • Ania Baetica (CDS), Benson Christalin (CDS), Jerry Cruz (CDS)
  • Contact: cds110-tas@cds.caltech.edu
  • Office hours: TBD

This is the course homepage for CDS 101/110, Fall 2015.

Course Syllabus

CDS 101/110 provides an introduction to feedback and control in physical, biological, engineering, and information sciences. Basic principles of feedback and its use as a tool for altering the dynamics of systems and managing uncertainty. Key themes throughout the course will include input/output response, modeling and model reduction, linear versus nonlinear models, and local versus global behavior.

CDS 101 is a 6 unit (2-0-4) class intended for advanced students in science and engineering who are interested in the principles and tools of feedback control, but not the analytical techniques for design and synthesis of control systems. CDS 110 is a 12 unit class (3-0-9) that provides a traditional first course in control for engineers and applied scientists. It assumes a stronger mathematical background, including working knowledge of linear algebra and ODEs. Familiarity with complex variables (Laplace transforms, residue theory) is helpful but not required.

Lecture Schedule

Date Topic Reading Homework
Week 1

28 Sep
30 Sep*
2 Oct

Introduction and Review
  • Introduction to Feedback and Control
  • Review of differential equation and linear algebra
FBS-2e 1.1-1.5 HW 1 (PDF)
Due: 5 Oct
Week 2

5 Oct
7 Oct
9 Oct

Modeling, Stability
  • State space models
  • Phase portraits and stability
  • Introduction to MATLAB
FBS-2e 3.1-3.2, 5.1-5.3 HW 2
Due: 12 Oct
Week 3

12 Oct
14 Oct
16 Oct

Linear Systems
  • Input/output response of LTI systems
  • Matrix exponential, convolution equation
  • Linearization around an equilibrium point
FBS-2e 6.1-6.4 HW 3
Due: 19 Oct
Week 4

19 Oct
21 Oct
23 Oct

State Feedback
  • Reachability
  • State feedback and eigenvalue placement
FBS-2 7.1-7.4 HW 4
Due: 26 Oct
Week 5

26 Oct
28 Oct
30 Oct

Output Feedback
  • State estimation
  • Trajectory generation, feedforward
  • Midterm review
FBS-2e 8.1-8.3 Midterm exam
Due: 3 Nov
Week 6

2 Nov
4 Nov
6 Nov

Transfer Functions
  • Frequency domain modeling
  • Block diagram algebra
  • Bode plots
FBS-2e 9.1-9.4 HW 5
Due: 9 Nov
Week 7

9 Nov
11 Nov
13 Nov

Loop Analysis
  • Loop transfer function and the Nyquist criterion
  • Stability margins
FBS-2e 10.1-10.3 HW 6
Due: 16 Nov
Week 8

16 Nov
18 Nov
20 Nov

PID Control
  • Simple controllers for complex systems
  • Integral action and anti-windup
FBS-2e 11.1-11.4 HW 7
Due: 23 Nov
Week 9

23 Nov
25 Nov*

Loop Shaping, I
  • Sensitivity functions
  • Feedback design via loop shaping
FBS-2e 12.1-12.4 HW 8
Due: 30 Nov
Week 10

30 Nov
2 Dec
4 Dec

Loop Shaping II
  • Fundamental limitations
  • Modeling uncertainty
  • Performance/robustness tradeoffs
FBS-2e 12.6-12.7, 13.1-13.2 Final exam
Due 11 Dec

Grading

The final grade will be based on homework sets, a midterm exam, and a final exam:

  • Homework (50%): Homework sets will be handed out weekly and due on Mondays by 5 pm to the box outside of 109 Steele. A two day grace period is allowed to turn in your homework. Late homework beyond the grace period will not be accepted without a note from the health center or the Dean. MATLAB/Python code and SIMULINK/Modelica diagrams are considered part of your solution and should be printed and turned in with the problem set (whether the problem asks for it or not).
  • Midterm exam (20%): A midterm exam will be handed out at the beginning of midterms period (28 Oct) and due at the end of the midterm examination period (3 Nov). The midterm exam will be open book and computers will be allowed (though not required).
  • Final exam (30%): The final exam will be handed out on the last day of class (4 Dec) and due at the end of finals week. It will be an open book exam and computers will be allowed (though not required).

Collaboration Policy

Collaboration on homework assignments is encouraged. You may consult outside reference materials, other students, the TA, or the instructor, but you cannot consult homework solutions from prior years and you must cite any use of material from outside references. All solutions that are handed in should be written up individually and should reflect your own understanding of the subject matter at the time of writing. MATLAB/Python scripts and plots are considered part of your writeup and should be done individually (you can share ideas, but not code).

No collaboration is allowed on the midterm or final exams.

Course Text and References

The primary course text is Feedback Systems: An Introduction for Scientists and Engineers by Åström and Murray (2008). This book is available in the Caltech bookstore and via download from the companion web site. The following additional references may also be useful:

  • A. D. Lewis, A Mathematical Approach to Classical Control, 2003. Online access.
  • J. Distefano III, A. R. Stubberud and Ivan J. Williams (Author), Schaum's Outline of Feedback and Control Systems, 2nd Edition, 2013.

In addition to the books above, the textbooks below may also be useful. They are available in the library (non-reserve), from other students, or you can order them online.

  • B. Friedland, Control System Design: An Introduction to State-Space Methods, McGraw-Hill, 1986.
  • G. F. Franklin, J. D. Powell, and A. Emami-Naeni, Feedback Control of Dynamic Systems, Addison-Wesley, 2002.