QuantumWire

Terra Quantum, in collaboration with Evonik, one of the world's leading specialty chemical manufacturers, has developed HQPINN, a hybrid quantum solver that significantly outperforms classical solutions in computational fluid dynamics. This innovative approach combines classical Physics-Informed Neural Networks (PINNs) with cutting-edge quantum models in a hybrid quantum PINN (HQPINN) architecture, demonstrating a remarkable 21% improvement in accuracy compared to purely classical methods when simulating laminar fluid flow in 3D Y-shaped mixers.