120 citations · 121 across the 2 of their papers we have counts for
3 papers
cs.MS2022★ 120 cited
JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science
Tianju Xue, Shuheng Liao, Zhengtao Gan +4
This paper introduces JAX-FEM, an open-source differentiable finite element method (FEM) library. Constructed on top of Google JAX, a rising machine learning library focusing on hi…
physics.flu-dyn2021
Data-driven discovery of dimensionless numbers and scaling laws from experimental measurements
Xiaoyu Xie, Wing Kam Liu, Zhengtao Gan
Dimensionless numbers and scaling laws provide elegant insights into the characteristic properties of physical systems. Classical dimensional analysis and similitude theory fail to…
physics.app-ph2020★ 1 cited
Discovering universal scaling laws in 3D printing of metals with genetic programming and dimensional analysis
Zhengtao Gan, Orion L. Kafka, Niranjan Parab +4
We leverage dimensional analysis and genetic programming (a type of machine learning) to discover two strikingly simple but universal scaling laws, which remain accurate for differ…