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Nonlinear Programming >> Content Detail



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Calendar

This section provides the lecture topics covered in the course.





LEC #TOPICS
1INTRODUCTION
2UNCONSTRAINED OPTIMIZATION - OPTIMALITY CONDITIONS
3GRADIENT METHODS
4CONVERGENCE ANALYSIS OF GRADIENT METHODS
5RATE OF CONVERGENCE
6NEWTON AND GAUSS - NEWTON METHODS
7ADDITIONAL METHODS
8OPTIMIZATION OVER A CONVEX SET; OPTIMALITY CONDITIONS
9FEASIBLE DIRECTION METHODS
10ALTERNATIVES TO GRADIENT PROJECTION
11CONSTRAINED OPTIMIZATION; LAGRANGE MULTIPLIERS
12CONSTRAINED OPTIMIZATION; LAGRANGE MULTIPLIERS
13INEQUALITY CONSTRAINTS
14INTRODUCTION TO DUALITY
15INTERIOR POINT METHODS
16PENALTY METHODS
17AUGMENTED LAGRANGIAN METHODS
18DUALITY THEORY
19DUALITY THEOREMS
20STRONG DUALITY
21DUAL COMPUTATIONAL METHODS
22ADDITIONAL DUAL METHODS
 


 



 








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