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Ottimizzazione dello sciame di particelle in MATLAB
Intermediate Level

Ottimizzazione dello sciame di particelle in MATLAB

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Ottimizzazione dello sciame di particelle in MATLAB

Scopri la teoria dell'ottimizzazione dello sciame di particelle e come implementarla da zero in MATLAB in questo corso online gratuito.
Particle Swarm Optimization (PSO) è un algoritmo computazionale ispirato al comportamento sociale di uccelli e pesci, progettato per risolvere in modo efficiente i problemi di ottimizzazione attraverso la co... Particle Swarm Optimization (PSO) è un algoritmo computazionale ispirato al comportamento sociale di uccelli e pesci, progettato per risolvere in modo efficiente i problemi di ottimizzazione attraverso la cooperazione iterativa. Scopri il potenziale di Particle Swarm Optimization (PSO), un algoritmo intelligente basato su Swarm Intelligence. Questo corso completo di programmazione esplora le basi del PSO, guidandoti nella sua creazione passo dopo passo utilizzando 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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