Multiphase compressible flow systems can exhibit unsteady and fast-transient dynamics,
marked by sharp gradients and discontinuities, and material boundaries that interact with the …

The overload problem in semi-autogenous grinding (SAG) mills is critical in the mining
industry, impacting the extraction of valuable metals and overall productivity. Overloads can …

Despite substantial advances in numerical simulation techniques, constructing a real-time
optimization framework with accurate and fast predictions remains challenging. The difficulty …

Physics-Informed Neural Networks (PINNs) are a kind of deep-learning-based numerical
solvers for partial differential equations (PDEs). Existing PINNs often suffer from failure …

Many applications in computational and experimental fluid mechanics require effective
methods for reconstructing the flow fields from limited sensor data. However, this task …