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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 – Based on the reproductive mechanisms of poplar trees. Two Key Processes : Sexual Propagation (Seed Dispersal) – Uses wind to spread seeds, allowing broad exploration. Asexual Reproduction (Cuttings) – Strong branches grow ...
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What is Fitness Value in Optimization? || Metaheuristic Optimization Alg...

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What is Fitness Value in Optimization Algorithms?  Video Chapters: Fitness Values in Optimization 00:00 Introduction 00:56 Algorithms Inspiration 03:05 Metaheuristic Algorithms 03:30 Metaheuristic Algorithms Steps 04:44 Calculate Fitness Values 07:45 Example 1 Find the Maxima of a Given Function using a Genetic Algorithm 11:09 Example 2 Find Maxima of Given Function using Genetic Algorithm 13:37 Outro
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What is Swarm Intelligence ? || ACO | PSO | ABC || ~xRay Pixy

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Learn What is Swarm Intelligence? Video Chapters: Swarm Intelligence 00:00 Introduction 01:01 Swarm Intelligence Features 01:42 Swarm Intelligence Algorithms 02:17 Swarm Intelligence Example 01 05:49 Swarm Intelligence Example 02 17:23 Swarm Intelligence Real Life Applications 08:37 Swarm Intelligence Example 03  11:03 Swarm Intelligence Advantages 12:26 Outro
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Struggling with Research? Let's Make It Easy ~xRay Pixy

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Are you "Struggling with Research? Let's Make It Simple!" Video Chapters:  00:00 Introduction 00:57 Choose Research Area 01:57 Clarify Research Goals 03:58 Ask For Guidance from Mentor 04:37 Time Management 05:10 Learn Research Skills 06:09 Stay Organized 06:55 Learn New Concepts 07:09 Ask for Feedback 07:30 Maintain Ethical Standards 08:05 Review Existing Work 08:24 Define Research Objectives 08:41 Formulation 08:19 Data Collection 09:50 Analyze Results 10:06 Write Research Paper 10:23 Thesis Writing 10:37 Review Research Work 10:52 Presentation Time 11:16 Publish Your Research Work 11:27 Tools for Research Work  14:11 Outro
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Levy Flights In Metaheuristic Optimization Algorithms ~xRay Pixy

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Learn how to use Levy Flights in Metaheuristic Algorithms Step-By-Step Video Chapters: LF in Optimization Algorithms 00:00 Introduction 00:38 Levy Flights Basic 01:32 How Levy Flights Work? 07:03 Levy Flights Step Size Calculation 08:51 Random Number Implementation using Levys Flight 10:10 Levy Flights In Metaheuristics 11:02 Apply Levy Flights in Metaheuristics 12:24 Levy Flights Based Algorithms 13:30 Levy Flight-Based Particle Swarm Optimization 13:39 Levy Flight-Based Cuckoo Search Algorithm 13:57 Levy Flight-Based Firefly Algorithm 14:18 Levy Flight-Based Bat Algorithm 14:31 Levy Flight-Based Flower Pollination Algorithm 15:17 Conclusion 15:54 Outro
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