US scientists have turned to the world’s first exascale supercomputer, the Frontier, to unlock ...
U.S. researchers have used the Frontier exascale supercomputer to train AI models that can simulate magnetized plasma turbulence with unprecedented accuracy. The breakthrough could revolutionize the ...
Physics-informed neural networks (PINNs) have shown remarkable prospects in solving forward and inverse problems involving ...
The Frontier supercomputer at ORNL is the first to achieve the level of computing performance known as exascale, a threshold ...
The TLE-PINN method integrates EPINN and deep learning models through a transfer learning framework, combining strong physical constraints and efficient computational capabilities to accurately ...
Short video shows the neural network training results and reproduction of flocking from real-world data. Credit: Cell Reports Physical Science Learning local rules with physics-informed AI To address ...