Code Monkey home page Code Monkey logo

ngctnnnn / simulation_experiments_for_optimizing_objective_function Goto Github PK

View Code? Open in Web Editor NEW
3.0 1.0 2.0 425.63 MB

Simulation experiments for optimizing objective function with Differential Evolution, Evolution Strategies and Cross Entropy Method (2 versions)

License: MIT License

Python 0.30% Jupyter Notebook 99.70%
differential-evolution evolution-strategies objective-functions sphere rastrigin rosenbrock ackley griewank cross-entropy-method

simulation_experiments_for_optimizing_objective_function's Introduction

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

1. Prerequisites

pip install -r requirements.txt

2. Introduction to objective function for optimization

a. Sphere function:

Screen Shot 2021-10-26 at 19 59 54
Screen Shot 2021-10-26 at 19 59 06

b. Rosenbrock function

Screen Shot 2021-10-26 at 20 01 39
Screen Shot 2021-10-26 at 20 03 03

c. Rastrigin function

Screen Shot 2021-10-26 at 20 05 34
Screen Shot 2021-10-26 at 20 05 57

d. Griewank function

Screen Shot 2021-10-26 at 20 08 12
Screen Shot 2021-10-26 at 20 09 18

e. Ackley function

Screen Shot 2021-10-26 at 20 12 50
Screen Shot 2021-10-26 at 20 13 46

3. Differential Evolution

a. Sphere

Sphere-DE-1024

b. Rosenbrock

Rosenbrock-DE-512

c. Rastrigin

Rastrigin-DE-512

d. Griewank

Griewank-DE-32

e. Ackley

Ackley-DE-1024

4. Evolution Strategies

a. Sphere

Sphere-ES-1024

b. Rosenbrock

Rosenbrock-ES-1024

c. Rastrigin

Rastrigin-ES-1024

d. Griewank

Griewank-ES-1024

e. Ackley

Ackley-ES-1024

5. Cross Entropy Method

a. Sphere

Sphere-CEM-1024

b. Rosenbrock

Rosenbrock-CEM-1024

c. Rastrigin

Rastrigin-CEM-1024

d. Griewank

Griewank-CEM-1024

e. Ackley

Ackley-CEM-1024

6. Improved Cross Entropy Method

a. Sphere

Sphere-CEMv2-1024

b. Rosenbrock

Rosenbrock-CEMv2-1024

c. Rastrigin

Rastrigin-CEMv2-1024

d. Griewank

Griewank-CEMv2-1024

e. Ackley

Ackley-CEMv2-1024

simulation_experiments_for_optimizing_objective_function's People

Contributors

ngctnnnn avatar

Stargazers

avatar avatar avatar

Watchers

avatar

Forkers

khangtran2503 theanhhoang

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.