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Otimização de enxame de partículas no MATLAB
Intermediate Level

Otimização de enxame de partículas no MATLAB

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Otimização de enxame de partículas no MATLAB

Aprenda a teoria da otimização de enxame de partículas e como implementá-la no MATLAB do zero neste curso on-line gratuito.
O Particle Swarm Optimization (PSO) é um algoritmo computacional inspirado no comportamento social de pássaros e peixes, projetado para resolver problemas de otimização de forma eficiente por meio da coop... O Particle Swarm Optimization (PSO) é um algoritmo computacional inspirado no comportamento social de pássaros e peixes, projetado para resolver problemas de otimização de forma eficiente por meio da cooperação iterativa. Descubra o potencial do Particle Swarm Optimization (PSO), um algoritmo inteligente baseado em Swarm Intelligence. Este extenso curso de codificação explora os fundamentos do PSO, orientando você na criação passo a passo usando o MATLAB.
COURSE PUBLISHER Yarpiz YarpizScientific source code tutorial tutor

What You Will Learn In This Free Course

  • Explain the foundational principles...
  • Solve and implement a basic particl...
  • Identify the key parameters and mat...
  • Summarize the key features of swarm...
  • Explain the foundational principles of Particle Swarm Optimization (PSO)
  • Solve and implement a basic particle swarm optimization algorithm in MATLAB
  • Identify the key parameters and mathematical equations underlying the PSO technique
  • Summarize the key features of swarm intelligence in optimization
  • Explain how to convert a PSO MATLAB script implementation into a reusable function
  • Illustrate the steps involved in updating velocity and position in the PSO main loop
  • Apply boundary constraints to improve PSO performance
  • Calculate velocity limits to control particle movement
  • Apply and utilize the constriction coefficient to set PSO parameters
  • Analyze the effects of parameter configurations on PSO convergence
  • Evaluate multidimensional optimization problem solutions found by PSO
  • Plan and execute the translation of PSO code from MATLAB to other programming languages
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