BIA

From WikiZMSI


Spis treści

Optimization

  1. Presentation
  2. Thomas Weise Global optimization algorithms theory and application
    1. Reading: chapter 1.1, 1.2, 1.3
    2. Reading if you would like to know more: 1.4-1.6
  3. Optimization benchmarks
    1. Combinatorial optimization
      1. n-queen problem
      2. Travelling salesman problem
      3. Knapsack problem
    2. Continues space problems
      1. Optimization Test Problems

Simulated Annealing

  1. Thomas Weise Global optimization algorithms theory and application
    1. Reading: chapter 12
  2. Simmulated annealing for n-queens solving

Genetic/Evolutionary Algorithms

  1. Genetic algorithms for n-queens solving
  2. Nice GA tutorial with different crossover and mutation for combinatorial coding

Part 4A - Evolutionary Strategies ver (1+1)

  1. Evolution Strategies for function optimization
  2. Evolutionary Computation Classics - Vol. I
  3. Optimization of a Two-Phase Nozzle with an ES
  4. Virtual Library... with benchamarks

Part 4B - Evolutionary Strategies (mu/rho+lambda)

  1. Evolution Strategies for function optimization

Part 5 - Particle Swarm Optimization

  1. PSO instuction
  2. PSO Tutorial

Part 7 - Training Neural Network by (1+1)-ES

  1. An instuction
  2. training dataset (csv) (a txt extenstion needs to be removed)