Direct numerical simulation of natural convection based on parameter-input physics-informed neural networks - Ye, Shuran; Huang, Jianlin; Zhang, Zhen; Wang, Yiwei; Huang, Chenguang (International journal of heat and mass transfer, 2025)
Keywords: Deep learning; Natural convection; Parameter-input PINNs; Physics-informed neural networks; Ra number; Deep learning; Parameter-input PINNs; Natural convection; Physics-informed neural networks; Ra number