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Poplar Optimization Algorithm || Step-By-Step || ~xRay Pixy

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The Poplar Optimization Algorithm (POA) is a nature-inspired optimization method based on how poplar trees reproduce. It uses sexual propagation (seed dispersal by wind) for exploration and asexual reproduction (cutting and regrowth) for exploitation. Mutation and chaos factors help maintain diversity and prevent premature convergence, making POA efficient for solving complex optimization problems. Learn the Poplar Optimization Algorithm Step-By-Step using Examples. Video Chapters: Poplar Optimization Algorithm (POA) 00:00 Introduction 02:12 POA Applications 03:32 POA Steps 05:50 Execute Algorithm 1 13:45 Execute Algorithm 2 16:38 Execute Algorithm 3 18:15 Conclusion Main Points of the Poplar Optimization Algorithm (POA) Nature-Inspired Algorithm ā€“ Based on the reproductive mechanisms of poplar trees. Two Key Processes : Sexual Propagation (Seed Dispersal) ā€“ Uses wind to spread seeds, allowing broad exploration. Asexual Reproduction (Cuttings) ā€“ Strong branches grow ...

Ant Colony Optimization Numerical Example Step-By-Step ~xRay Pixy

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Ant Colony Optimization Numerical Example Step-By-Step 00:00 Introduction 01:34 Ant Colony Optimization Steps 04:33 Step 1 Parameter Initialization 06:14 Step 2 Population Initialization 06:40 Step 3 Path Selection by Ants 12:16 Step 4 Objective Function Evaluation 14:28 Step 5 Test Convergence 15:27 Step 6 Second Iteration Start 15:36 Step 7 Pheromone Update 18:20 Step 8 Repeat ACO Loop 19:27 Path Selection by Ants 21:42 Objective Function Evaluation 22:51 Test Convergence 22:58 Third Iteration 23:25 Pheromone Update 24:26 Path Selection by Ants 25:00 Conclusion Ant Colony Optimization (ACO) Algorithm Steps Initialize Parameters. Initialize Ants Population. Calculate Path Selection Probability by ants. Apply Roulette Wheel Selection Process. Calculate Objective Function Values. Test Process Convergence. Increment Counter. Update Pheromones. Repeat Step 3 to Step 6. Display Best Solution  How to Calculate Path Selection Probability by Ants? For any ant (k), the Probability of Selec...
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