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Computer Aided Applied Single Objective Optimization

Prof. Prakash Kotecha · IIT Guwahati

Start with lecture 1 At NPTEL

Lectures

Week 01: Introduction to optimization

  1. Lec 01: Introduction to Optimization Video

Week 02: Teaching Learning Based Optimization

  1. Lec 1 : Teaching Learning Based Optimization Video
  2. Lec 2 : Implementation of TLBO in MATLAB Video

Week 03: Particle Swarm Optimization

  1. Lec 1: Particle Swarm Optimization Video
  2. Lec 2: Implementation of Particle Swarm Optimization using MATLAB Video

Week 04: Differential Evolution

  1. Lec 1: Differential Evolution Video
  2. Lec 2: Implementation of Differential Evolution using MATLAB Video

Week 05: Genetic Algorithm

  1. Lec 1 : Binary Coded Genetic Algorithm Video
  2. Lec 2 : Real Coded Genetic Algorithm Video
  3. Lec 3 : Implementation of Real Coded Genetic Algorithm using MATLAB Video

Week 06: Artificial Bee Colony Optimization

  1. Lec 1: Artificial Bee Colony Algorithm Video
  2. Lec 2 : Working of Artificial Bee Colony Algorithm Video
  3. Lec 3 : Implementation of Artificial Bee Colony using MATLAB Video

Week 7: Constraint Handling & Result Analysis

  1. Lec 1 : Constraint-Handling in Metaheuristic Techniques Video
  2. Lec 2 : Preliminary Statistical Analysis for Metaheuristic Techniques Video
  3. Lec 3 : Preliminary Statistical Analysis - MATLAB implementation Video
  4. Lec 4 : Comparison of Variation Operators and Survival Strategies Video
  5. Lec 5: Parallelization and Vectorization of Fitness Function Video
  6. Lec 6 : Black-Box Optimization Problems Video

Week 8: Solution of Case Study with Mathematical & CI Techniques

  1. Lec 1: Simplex Method for LP Video
  2. Lec 2: Branch & Bound Method for MILP Video
  3. Lec 3: MILP formulation of Production Planning Problem Video
  4. Lec 4: Constraint-Handling using Correction Approach Video

Week 9: Linear and Mixed Integer Linear Programming

  1. Lec 1: Linear Regression Video
  2. Lec 2: Multiple, Polynomial and General Linear Least Square Regression Video
  3. Lec 3: Nonlinear Regression Video
  4. Lec 4: Regression : MATLAB Implementation Video

Week 10: Regression

  1. Lec 1: MATLAB inbuilt functions: Linear & Mixed Integer Linear Programming Video
  2. Lec 2: MATLAB inbuilt functions: Nonlinear & Mixed Integer Nonlinear Programming Video
  3. Lec 3: MATLAB Optimization Tool: Options, Output Function, Vectorization, Parallelization Video
  4. Lec 4: MATLAB inbuilt functions: Multi-objective Optimization Video

Week 11: MATLAB Optimization Toolbox

  1. Lec 1: Generalized Algebraic Modelling System Video
  2. Lec 2: Solution of Production Planning Problem using GAMS & NEOS, MIRO Video
  3. Lec 3: IBM ILOG CPLEX Optimization Studio Video
  4. Lec 4: Constraint Programming Applications in IBM ILOG CPLEX Optimization Studio Video

Live Session

  1. Live Session 19-02-2020 Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Guwahati
Department
Chemical Engineering
Teacher
Prof. Prakash Kotecha
Level
Undergraduate
Language
English
Subjects
Chemistry, Engineering
Source
NPTEL
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
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