Gain insights into artificial intelligence and machine learning, from fundamental concepts to advanced applications. Explore AI-powered solutions, automation trends, and research breakthroughs shaping the future.
Revolutionizing Smart Systems Introduction The integration of Artificial Intelligence (AI) in Mechatronics is transforming modern automation and intelligent systems. By combining mechanical engineering, electronics, computer science, and control systems, AI-driven mechatronic systems can learn, adapt, and optimize performance in real time. These advancements are leading to smarter robotics, autonomous systems, and predictive maintenance, significantly enhancing…
Predicting Laminar Flow Velocity Profile Using Physics-Informed Neural Networks (PINNs) Introduction A Physics-Informed Neural Network (PINN) is a powerful tool for predicting laminar flow velocity profiles within channels, essential for designing efficient thermal and fluid systems. While traditional CFD methods require complex meshing and high computational resources, PINNs integrate physical laws directly into neural networks,…
Machine Learning Optimization for Cooling Systems and Sensible Thermal Storage Overview In this simulation, we developed an innovative approach to optimize electricity consumption in building cooling systems. The project integrates advanced machine learning techniques with a sensible cold thermal storage system to intelligently manage energy use based on predictive analytics. Objectives of the Project Highlights…