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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 

Archimedes Optimization Algorithm Step-by-Step ~xRay Pixy

ARCHIMEDES OPTIMIZATION ALGORITHM

VIDEO LINK: CLICK HERE...

VIDEO CHAPTERS Introduction: 00:00 Archimedes Principle: 01:19 Archimedes Optimization Algorithm Idea: 07:07 Archimedes Optimization Algorithm Steps: 08:08 Archimedes Optimization Algorithm Mathematical Models: 11:32 Conclusion: 20:12

Learn Archimedes Optimization Algorithm Step-by-Step with Example.
Archimedes Optimization Algorithm Inspiration: Popular Physics Law (Archimedes Principle).
- Used to Solve Complex Numerical Optimization Problems.
- Used to solve Engineering Design Optimization Problems.

Archimedes Principle: According to Archimedes Principle when a body is immersed wholly or partially in a fluid it loses its weight which is equal to the weight of the liquid displaced by the body.

KEY TERMS
Fluid: The Substance that flows under the action of applied forces. The fluid does not have its own shape.

Pressure: It is a normal force acting on a unit surface area of the liquid. It is Force / Area.

Density: Mass per unit volume. And Density = Mass / Volume.

Force = Mass * Acceleration.

When a body is immersed in the liquid different forces act on it.
  1. UPTHRUST: Liquid weight displaced by the body.
  2. WEIGHT: That is the body weight.
  • IF UPTHRUST>WEIGHT: The body will Float in the liquid.
  • IF UPTHRUST=WEIGHT: The body will be in Equilibrium.
  • IF UPTHRUST>WEIGHT: The body will Sink in the liquid.
Archimedes Optimization Algorithm Aim: Attain an equilibrium state for each object in the current population.

ARCHIMEDES OPTIMIZATION ALGORITHM STEPS
  1. Initialize algorithm parameters.
  2. Initialize the Object population randomly.
  3. Initialize Velocity, Density, and Acceleration.
  4. Calculate the Object's fitness values.
  5. Update Velocity, Density, and Acceleration.
  6. Update Transfer Factor (TF) and Decreasing Density (d).
  7. Update Object Position [Update using Exploration and Exploitation Phases]
  8. Calculate the Updated Object's fitness values.
  9. Increment counter and check stopping criteria.
  10. Display the best solution found.

VIDEO LINK: CLICK HERE...
Video Chapters: Introduction: 00:00 Archimedes Principle: 01:19 Archimedes Optimization Algorithm Idea: 07:07 Archimedes Optimization Algorithm Steps: 08:08 Archimedes Optimization Algorithm Mathematical Models: 11:32 Conclusion: 20:12

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