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Wednesday, October 17, 2012

Introduction to Linear Dynamical Systems PPT Lecture Slides


 


Instructor:-Professor Stephen Boyd, Stanford University

 Text Books:
  • Linear Algebra and its Applications, or the newer book Introduction to Linear Algebra, G. Strang.
  • Introduction to Dynamic Systems, Luenberger, Wiley.

Lecture Slides:
  1. Overview (quiz)
  2. Linear functions (quiz)
  3. Linear algebra review (quiz)
  4. Orthonormal sets of vectors and QR factorization (quiz)
  5. Least-squares (quiz)
  6. Least-squares applications
  7. Regularized least-squares and Gauss-Newton method
  8. Least-norm solutions of underdetermined equations
  9. Autonomous linear dynamical systems
  10. Solution via Laplace transform and matrix exponential
  11. Eigenvectors and diagonalization
  12. Jordan canonical form
  13. Linear dynamical systems with inputs and outputs
  14. Example: Aircraft dynamics
  15. Symmetric matrices, quadratic forms, matrix norm, and SVD
  16. SVD applications
  17. Example: Quantum mechanics
  18. Controllability and state transfer
  19. Observability and state estimation
  20. Summary and final comments
All lectures, in 2up format, in one pdf file
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