Poplar Optimization Algorithm || Step-By-Step || ~xRay Pixy
Main Points of the Poplar Optimization Algorithm (POA)
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Nature-Inspired Algorithm ā Based on the reproductive mechanisms of poplar trees.
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Two Key Processes:
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Sexual Propagation (Seed Dispersal) ā Uses wind to spread seeds, allowing broad exploration.
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Asexual Reproduction (Cuttings) ā Strong branches grow new trees, refining solutions (exploitation).
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Diversity Maintenance ā Mutation and chaos factors prevent premature convergence.
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Historical Memory ā Keeps past solutions to improve future iterations.
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Exploration & Exploitation Balance ā Ensures a mix of searching for new solutions and improving existing ones.
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Mathematical Formulations ā Uses height-based adaptation, random factors, and evolutionary techniques.
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Used for Continuous Optimization ā Solves engineering, machine learning, and mathematical problems efficiently.
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