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Lec-01 Introduction to Optimization |
Mechanical Engineering |
50 min |
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Lec-02 System Design and Analysis |
Mechanical Engineering |
39 min |
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Lec-03 Workable system |
Mechanical Engineering |
41 min |
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Lec-04 System simulation |
Mechanical Engineering |
52 min |
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Lec-05 Information flow diagrams |
Mechanical Engineering |
37 min |
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Lec-06 Successive substitution method |
Mechanical Engineering |
50 min |
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Lec-07 Successive substitution method contd… |
Mechanical Engineering |
46 min |
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Lec-08 Successive substitution method and Newton-Raphson method |
Mechanical Engineering |
41 min |
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Lec-09 Newton-Raphson method contd… |
Mechanical Engineering |
40 min |
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Lec-10 Convergence characteristics of Newton-Raphson method |
Mechanical Engineering |
44 min |
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Lec-11 Newton-Raphson method for multiple variables |
Mechanical Engineering |
47 min |
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Lec-12 Solution of system of linear equations |
Mechanical Engineering |
48 min |
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Lec-13 Introduction to Curve fitting |
Mechanical Engineering |
46 min |
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Lec-14 Example for Lagrange interpolation |
Mechanical Engineering |
45 min |
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Lec-15 Lagrange interpolation contd… |
Mechanical Engineering |
46 min |
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Lec-16 Best fit |
Mechanical Engineering |
49 min |
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Lec-17 Least Square Regression |
Mechanical Engineering |
48 min |
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Lec-18 Least Square Regression contd….. |
Mechanical Engineering |
48 min |
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Lec-19 Least Square Regression contd….. |
Mechanical Engineering |
45 min |
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Lec-20 Non-linear Regression (Gauss – Newton Algorithm) |
Mechanical Engineering |
55 min |
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Lec-21 Optimization- Basic ideas |
Mechanical Engineering |
49 min |
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Lec-22 Properties of objective function and cardinal ideas in optimization |
Mechanical Engineering |
45 min |
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Lec-23 Unconstrained optimization |
Mechanical Engineering |
30 min |
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Lec-24 Constrained optimization problems |
Mechanical Engineering |
45 min |
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Lec-25 Mathematical proof of the Lagrange multiplier method |
Mechanical Engineering |
46 min |
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Lec-26 Test for Maxima/ Minima |
Mechanical Engineering |
49 min |
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Lec-27 Handling in-equality constraints |
Mechanical Engineering |
40 min |
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Lec-28 Kuhn-Tucker conditions contd… |
Mechanical Engineering |
51 min |
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Lec-29 Uni-modal function and search methods |
Mechanical Engineering |
51 min |
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Lec-30 Dichotomous search |
Mechanical Engineering |
49 min |
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Lec-31 Fibonacci search method |
Mechanical Engineering |
54 min |
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Lec-32 Reduction ratio of Fibonacci search method |
Mechanical Engineering |
50 min |
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Lec-33 Introduction to multi-variable optimization |
Mechanical Engineering |
51 min |
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Lec-34 The Conjugate gradient method |
Mechanical Engineering |
42 min |
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Lec-35 The Conjugate gradient method contd… |
Mechanical Engineering |
43 min |
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Lec-36 Linear programming |
Mechanical Engineering |
53 min |
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Lec-37 Dynamic programming |
Mechanical Engineering |
52 min |
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Lec-38 Genetic Algorithms |
Mechanical Engineering |
55 min |
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Lec-39 Genetic Algorithms contd… |
Mechanical Engineering |
58 min |
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Lec-40 Simulated Annealing and Summary |
Mechanical Engineering |
80 min |
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