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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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Neuro Fuzzy Hybrid System for Water Heater Control System ~xRay Pixy

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Water heater control system using Neuro Fuzzy Hybrid System. Video Chapters: 00:00 Introduction 01:38 Hybrid Approach 02:37 Neural Network 03:08 Neural Network Components 05:38 Fuzzy Logic 12:09 Neuro-Fuzzy Hybrid System 14:16 Numerical Example 22:22 Conclusion A neuro-fuzzy hybrid system, also known as a neuro-fuzzy system or fuzzy neural network, combines the principles of neural networks and fuzzy logic to create a more robust and versatile system for solving complex problems, particularly in the field of artificial intelligence and control systems. This hybrid approach aims to take advantage of the strengths of both neural networks and fuzzy logic to handle uncertainty, nonlinearities, and complex patterns effectively. The key components and concepts involved in a neuro-fuzzy hybrid system: Neural Networks Neural networks are computational models inspired by the human brain's structure and functioning. They consist of interconnected nodes (neurons) organized into layers, i...
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Crystal Structure Algorithm || Step-By-Step || ~xRay Pixy

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Learn the Crystal Structure Algorithm Step-by-step with examples. Video Chapters: 00:00 Introduction 01:05 Key Points 01:41 Lattice 02:27 Lattice Types 03:48 Regular Crystal Shapes 04:05 Crystal Structure Formation 05:18 Crystal Characteristics 06:52 Crystal Structure Algorithm Algorithm Steps 14:11 Conclusion
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MySQL Workbench Create Database, Table, Drop Table ~xRay Pixy

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MySQL Workbench Step-By-Step Video Chapters: 00:00 Server Connection 00:47 CREATE DATABASE 01:05 CREATE TABLE 02:14 INSERT INTO TABLE 03:53 MySQL Table Using PHP Script 08:44 Conclusion
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