Courses:

Nonlinear Programming >> Content Detail

Calendar

This section provides the lecture topics covered in the course.


	LEC #				TOPICS


	1				INTRODUCTION


	2				UNCONSTRAINED OPTIMIZATION - OPTIMALITY CONDITIONS


	3				GRADIENT METHODS


	4				CONVERGENCE ANALYSIS OF GRADIENT METHODS


	5				RATE OF CONVERGENCE


	6				NEWTON AND GAUSS - NEWTON METHODS


	7				ADDITIONAL METHODS


	8				OPTIMIZATION OVER A CONVEX SET; OPTIMALITY CONDITIONS


	9				FEASIBLE DIRECTION METHODS


	10				ALTERNATIVES TO GRADIENT PROJECTION


	11				CONSTRAINED OPTIMIZATION; LAGRANGE MULTIPLIERS


	12				CONSTRAINED OPTIMIZATION; LAGRANGE MULTIPLIERS


	13				INEQUALITY CONSTRAINTS


	14				INTRODUCTION TO DUALITY


	15				INTERIOR POINT METHODS


	16				PENALTY METHODS


	17				AUGMENTED LAGRANGIAN METHODS


	18				DUALITY THEORY


	19				DUALITY THEOREMS


	20				STRONG DUALITY


	21				DUAL COMPUTATIONAL METHODS


	22				ADDITIONAL DUAL METHODS