Learn · Computer Aided Applied Single Objective Optimization
Lecture 34 of 36Week 11: MATLAB Optimization Toolbox
Lec 3: IBM ILOG CPLEX Optimization Studio
Prof. Prakash Kotecha · IIT Guwahati
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- Computer Aided Applied Single Objective Optimization, IIT Guwahati (at NPTEL)
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only.
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
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All the lectures
- Lec 01: Introduction to Optimization
- Lec 1 : Teaching Learning Based Optimization
- Lec 2 : Implementation of TLBO in MATLAB
- Lec 1: Particle Swarm Optimization
- Lec 2: Implementation of Particle Swarm Optimization using MATLAB
- Lec 1: Differential Evolution
- Lec 2: Implementation of Differential Evolution using MATLAB
- Lec 1 : Binary Coded Genetic Algorithm
- Lec 2 : Real Coded Genetic Algorithm
- Lec 3 : Implementation of Real Coded Genetic Algorithm using MATLAB
- Lec 1: Artificial Bee Colony Algorithm
- Lec 2 : Working of Artificial Bee Colony Algorithm
- Lec 3 : Implementation of Artificial Bee Colony using MATLAB
- Lec 1 : Constraint-Handling in Metaheuristic Techniques
- Lec 2 : Preliminary Statistical Analysis for Metaheuristic Techniques
- Lec 3 : Preliminary Statistical Analysis - MATLAB implementation
- Lec 4 : Comparison of Variation Operators and Survival Strategies
- Lec 5: Parallelization and Vectorization of Fitness Function
- Lec 6 : Black-Box Optimization Problems
- Lec 1: Simplex Method for LP
- Lec 2: Branch & Bound Method for MILP
- Lec 3: MILP formulation of Production Planning Problem
- Lec 4: Constraint-Handling using Correction Approach
- Lec 1: Linear Regression
- Lec 2: Multiple, Polynomial and General Linear Least Square Regression
- Lec 3: Nonlinear Regression
- Lec 4: Regression : MATLAB Implementation
- Lec 1: MATLAB inbuilt functions: Linear & Mixed Integer Linear Programming
- Lec 2: MATLAB inbuilt functions: Nonlinear & Mixed Integer Nonlinear Programming
- Lec 3: MATLAB Optimization Tool: Options, Output Function, Vectorization, Parallelization
- Lec 4: MATLAB inbuilt functions: Multi-objective Optimization
- Lec 1: Generalized Algebraic Modelling System
- Lec 2: Solution of Production Planning Problem using GAMS & NEOS, MIRO
- Lec 3: IBM ILOG CPLEX Optimization Studio
- Lec 4: Constraint Programming Applications in IBM ILOG CPLEX Optimization Studio
- Live Session 19-02-2020