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Course "Methods of Optimization" takes place within the walls of the university and is paired with a colleague.

Python 100.00%
bees-algorithm genetic-algorithm gradient-algorithm hybrid-algorithms matplotlib python simplex-algorithm ttk bacterial-algorithm immunesystem-algorithm

methodsoptimization's Introduction

**Course "Methods of Optimization" takes place within the walls of the university and is paired with a colleague. **

MethodsOptimization

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Introduction

Using only Lab2 folder All documents on the Russian language and pdf format. They are include description every algorithm of optimization, exclude the hybrid algorithm. All packages in the files requierments.txt

pip install -r requirements.txt 

Backend's folder include only optimization's algorithms (description on the files) Frontshow's folder include only front-end

Hybrid

Description hybrid 

Problem realization and TODO:

  • Genetic, Bees, Hybrid, immune system out of bounds of 3d graphic
  • Eghold's function very slow displayd (if you using old PC or less 32GB RAM)
  • Not correct display point on the graphic, if step for building function > 0.2
  • Can't change color function if exists points (because it, delete graphic and rebuild)
  • Restriction diapason values
  • Simplex method very bad :( Problem all back alg for show point

Available function and color in the table

Available function Available colors for function Available colors for points
Square plasma red
Sin magma green
Billa virdis blue
Buta cividis cyan
Bukina binary yellow
Egholder spring pink
Quadratic bone black
Rosenbrock inferno white
ROMA gray
Rastrigina
Himmelblau

Files (pdf)

Quadratic Swarm Bees Bacterial ImmuneSystem Genetic

Application

Main window

main

Graphics

Name function Picture
Square square
Bill bill
Bukin Bukin
Buta but
Himmelblau Himmelblau
ROMA ROMA
Rastrigin Rastrigin
Rosenbrok Rosenbrok
Egholder Egholder
Sin sin

Example Exception

Exception

Work algorithms

Name function Picture
Bacterial Bacterial
Bees Bees
Genetic Genetic
gradient gradient
Hybrid Hybrid
ImmunSystem Immun
simplex simplex
Swarm Swarm

Authors: Abduykov Z.M. and Petrenko M.O.

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