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Particle_Swarm_Optimization_Visualizer_PyQt5

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  A comprehensive PyQt5 application that implements Particle Swarm Optimization (PSO) to solve 20 different mathematical optimization problems with real-time 2D and 3D visualizations. Watch particles oscillate and converge towards optimal solutions across various benchmark functions.
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- ![PSO Visualization](https://img.shields.io/badge/PSO-Visualization-blue)
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- ![PyQt5](https://img.shields.io/badge/GUI-PyQt5-green)
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- ![Optimization](https://img.shields.io/badge/Metaheuristic-Optimization-orange)
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  ## Features
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  ## Application Interface
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  ### Control Panel
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  - Equation selection with detailed descriptions
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  - PSO parameter configuration
 
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  A comprehensive PyQt5 application that implements Particle Swarm Optimization (PSO) to solve 20 different mathematical optimization problems with real-time 2D and 3D visualizations. Watch particles oscillate and converge towards optimal solutions across various benchmark functions.
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+ ![Screenshot 2025-11-03 at 2.01.25 PM](https://cdn-uploads.huggingface.co/production/uploads/68401f649e3f451260c68974/rHMP2HOOh15LyGkVba9fs.png)
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+ ![Screenshot 2025-11-03 at 2.02.02 PM](https://cdn-uploads.huggingface.co/production/uploads/68401f649e3f451260c68974/Pxszkv7-fFKqGqfqp5ROG.png)
 
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  ## Features
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  ## Application Interface
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+ ![Screenshot 2025-11-03 at 2.02.38 PM](https://cdn-uploads.huggingface.co/production/uploads/68401f649e3f451260c68974/iX8438Y8ar-t4XDojBjcl.png)
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+ ![Screenshot 2025-11-03 at 2.03.29 PM](https://cdn-uploads.huggingface.co/production/uploads/68401f649e3f451260c68974/sk8V-Zup4ZHHWFe5dr55n.png)
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  ### Control Panel
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  - Equation selection with detailed descriptions
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  - PSO parameter configuration