Design and Optimization of Energy systems Video Lectures

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