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Course11210606440 lectures

Design and Optimization of Energy systems

Prof. C. Balaji · IIT Madras

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Lectures

Design and Optimization of Energy systems

  1. Introduction to Optimization Video
  2. System Design and Analysis Video
  3. Workable system Video
  4. System simulation Video
  5. Information flow diagrams Video
  6. Successive substitution method Video
  7. Successive substitution method contd Video
  8. Successive substitution method and Newton-Raphson method Video
  9. Newton-Raphson method contd Video
  10. Convergence characteristics of Newton-Raphson method Video
  11. Newton-Raphson method for multiple variables Video
  12. Solution of system of linear equations Video
  13. Introduction to Curve fitting Video
  14. Example for Lagrange interpolation Video
  15. Lagrange interpolation contd Video
  16. Best fit Video
  17. Least Square Regression Video
  18. Least Square Regression contd Video
  19. Least Square Regression contd Video
  20. Non-linear Regression (Gauss - Newton Algorithm) Video
  21. Optimization- Basic ideas Video
  22. Properties of objective function and cardinal ideas in optimization Video
  23. Unconstrained optimization Video
  24. Constrained optimization problems Video
  25. Mathematical proof of the Lagrange multiplier method Video
  26. Test for Maxima/ Minima Video
  27. Handling in-equality constraints Video
  28. Kuhn-Tucker conditions contd Video
  29. Uni-modal function and search methods Video
  30. Dichotomous search Video
  31. Fibonacci search method Video
  32. Reduction ratio of Fibonacci search method Video
  33. Introduction to multi-variable optimization Video
  34. The Conjugate gradient method Video
  35. The Conjugate gradient method contd Video
  36. Linear programming Video
  37. Dynamic programming Video
  38. Genetic Algorithms Video
  39. Genetic Algorithms contd Video
  40. Simulated Annealing and Summary Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Mechanical Engineering
Teacher
Prof. C. Balaji
Level
Undergraduate
Language
English
Subjects
Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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