Optimization methods for Civil engineering (English)

   Thursday, April 04, 2024   

Starting a new Lecture Notes Series on Optimization methods for Civil engineering

Youtube Lecture Playlist Credits 

Channel Name: NPTEL IIT Guwahati

So Let Us Start to This Journey of Learning 

Optimization methods for Civil engineering By Lecture Notes together!

Lecture 1: Optimization methods for Civil engineering

Lecture 2: Lec 1: Introduction to Optimization

Lecture 3: Lec 2: Classical Optimization

Lecture 4: Lec 3: Introduction to Linear Problem

Lecture 5: Lec 4: General system of equations

Lecture 6: Lec 5: Simplex Method

Lecture 7: Lec 6: Solution of Linear Problem using Excel Solver

Lecture 8: Lec 7: Bracketing Method

Lecture 9: Lec 8: Region Elimination Methods

Lecture 10: Lec 9: Gradient Based Method and Examples

Lecture 11: Lec 10: Convex Function

Lecture 12: Lec 11: Line Search Methods for Multi-Variable Problems

Lecture 13: Lec 12: Quadratic Approximation Method

Lecture 14: Lec 13: Constrained Optimization I: Equality constraints

Lecture 15: Lec 14: Constrained Optimization II:Inequality constraints

Lecture 16: Lec 15: Constrained Optimization III: Penalty function methods

Lecture 17: Lec 16: Introduction to Metaheuristic Optimization

Lecture 18: Lec 17: Genetic Algorithms (Part I)

Lecture 19: Lec 18: Genetic Algorithms (Part II)

Lecture 20: Lec 19: Genetic Algorithms (Part III)

Lecture 21: Lec 20: Real Coded Genetic Algorithms

Lecture 22: Lec 21: Multi-modal optimization

Lecture 23: Lec 22: Introductioin to R

Lecture 24: Lec 23: GA using R (Unconstrained problem)s

Lecture 25: Lec 24: GA using R (Constrained problem)

Lecture 26: Lec 25: Constraint Handling in GAs

Lecture 27: Lec 26: Evolution Strategies (ESs)

Lecture 28: Lec 27: Particle swarm optimization

Lecture 29: Lec 28: Introduction to R (Part II)

Lecture 30: Lec 29: Multi-objective Genetic Algorithms

Lecture 31: Lec 30: Introduction to Differential Evolution

Lecture 32: Lec 31: Introduction to Matlab

Lecture 33: Lec 32: Optimization using Matlab (Classical methods)

Lecture 34: Lec 33: A tutorial on Differential Evolution

Lecture 35: Lec 34: NSGA II Using R

Lecture 36: Lec 35: Optimization using MATLAB

Lecture 37: Lec 36: Optimization using Excel Solver

Lecture 38: Lec 37: Multi-objective Genetic Algorithms using MATLAB

Lecture 39: Lec 38: Solution of a Design Problem Using MATLAB