Optimization Using Pattern Search Method MATLAB Programming
What you’ll learn
Running direct search optimization problems in MATLAB
Specifying objective functions
Vectorizing objective function and constraints
Obtaining local and global optima
MATLAB installed in your laptop/desktop computer
This course introduces applied direct search optimization in the MATLAB environment, focusing on using Global Optimization Toolbox. Various kinds of optimization problems are solved in this course. At the end of this course, you will be able to solve the optimization problems using the MATLAB. The complete MATLAB programs included in the class are also available for download. Happy learning.NB: This course is designed most straightforwardly to utilize your time wisely.
Section 1: Introduction to Optimization
Lecture 1 Welcome to the course
Lecture 2 Local optima and Global optima
Lecture 3 Single local solution, Multiple local solutions and Single global solution
Section 2: Objective or Fitness Functions
Lecture 4 What is Objective Function ?
Lecture 5 MATLAB Script For Single Objective Function
Lecture 6 MATLAB Script For Vectorized Function Call
Lecture 7 Passing Extra Parameters, Fixed Variables, or Data in the Objective Functions
Section 3: Direct/Pattern Search with MATLAB
Lecture 8 How Pattern Search Works?
Lecture 9 What is Direct/Pattern Search ?
Lecture 10 Unconstrained Pattern Search Minimization
Lecture 11 Pattern Search with a Linear Inequality Constraint
Lecture 12 Pattern Search with a Linear Equality Constraint
Lecture 13 Pattern Search with Bounds
Lecture 14 Pattern Search with Nonlinear Constraints
Lecture 15 Obtain Function Value And Minimizing Point
Lecture 16 Using a Complete Poll in a Generalized Pattern Search
Lecture 17 Vectorize the Objective and Constraint Functions
Lecture 18 Compute in Parallel
Lecture 19 Maximizing an Objective Function
Lecture 20 Stopping Criteria
Lecture 21 Exit Flag and Output
Anyone who is interested to solve optimization problems.,Researchers who want to publish ISI papers in this field.,Students who are working on optimization problems.
Udemy | English | 0h 49m | 234.02 MB
Created by: Karthik K