Posts

Showing posts from February 6, 2024

New Post

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

Image
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 

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

Image
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...
More posts