Simulation experiments for optimizing objective function

Table of contents

1. Prerequisites
2. Introduction
3. Differential Evolution
4. Evolution Strategies
5. Cross Entropy Method
6. Improved Cross Entropy Method

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1. Prerequisites

pip install -r requirements.txt

2. Introduction to objective function for optimization

a. Sphere function:

b. Rosenbrock function

c. Rastrigin function

d. Griewank function

e. Ackley function

3. Differential Evolution

a. Sphere

b. Rosenbrock

c. Rastrigin

d. Griewank

e. Ackley

4. Evolution Strategies

a. Sphere

b. Rosenbrock

c. Rastrigin

d. Griewank

e. Ackley

5. Cross Entropy Method

a. Sphere

b. Rosenbrock

c. Rastrigin

d. Griewank

e. Ackley

6. Improved Cross Entropy Method

a. Sphere

b. Rosenbrock

c. Rastrigin

d. Griewank

e. Ackley