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Avascular Necrosis (AVN) || Early Detection, Better Outcomes || ~xRay Pixy

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Avascular Necrosis (AVN) is a condition where blood flow to the bone is reduced, causing bone cells to die. This leads to pain, joint damage, and difficulty in movement, especially in the hip. Early diagnosis and proper treatment can prevent permanent bone damage and improve quality of life. Video Chapter: AVN 00:00 Introduction 00:45 What is AVN? 01:55 About Bone Tissue 02:49 AVN Causes 03:38 AVN Symptoms 04:11 AVN Diagnosis 04:56 AVN of femoral head 05:33 How AVN Develops 07:28 Conclusions #optimization #algorithm #metaheuristic #robotics #deeplearning #ArtificialIntelligence #MachineLearning #computervision #research #projects #thesis #Python #optimizationproblem #optimizationalgorithms 
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PSO Based PID Controller Parameter Tuning || Step-By-Step || ~xRay Pixy

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Learn Tuning of (PID) Controller Using Particle Swarm Optimization (PSO) Algorithm. Video Chapters: PSO - PID 00:00 Introduction 00:26 Topics Covered  01:54 What is PID Controller? 02:48 Why PID Controller? 03:17 PID Controller Requirements 03:45 PID Controller Disadvantages 03:54 Simple Feedback System 05:07 Parameter Tuning 05:50 PID Controller Diagram 08:00 Propagation Term 08:59 Integral Term 09:41 Derivative Term 10:56 PID Controller Mathematical Forms 12:39 PID Controller Types 12:50 How to Tune PID Controller Parameters 13:56 PID Controller Implementation 15:17 Algorithms used for PID Controller Parameters Tuning 11:18 PID Controller Parameter Tuning using PSO 20:30 Conclusion  
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