default author photo

Heng-Chuan Kan

National Center for High-performance Computing

No. 7, R&D 6th Rd

Hsinchu City, 30076

Taiwan

SCHOLARLY PAPERS

2

DOWNLOADS

179

TOTAL CITATIONS

1

Scholarly Papers (2)

1.

Physics-Informed Neural Network Neural Network Modeling and Optimization of Fin-Embedded Heat Sink Using NVIDIA PhysicsNeMo

Number of pages: 37 Posted: 14 Jan 2026
Edward Oliver Teng, Chung-Gang Li and Heng-Chuan Kan
National Cheng Kung University, National Cheng Kung University and National Center for High-performance Computing
Downloads 103 (725,554)
Citation 1

Abstract:

Loading...

PINNs, heat sink, Navier-Stokes, Nusselt number

2.

Computational Performance of Adaptive Neural Particle Method in Modelling Fluid Flows

Number of pages: 28 Posted: 19 Dec 2024
Pei-Hsin Pai, Heng-Chuan Kan and Yih-Chin Tai
National Cheng Kung University, National Center for High-performance Computing and National Cheng Kung University
Downloads 76 (844,901)

Abstract:

Loading...

PINNs, neural particle method, computational efficiency, transfer learning, first-order formulation, automatic mixed precision