A comprehensive review of advances in physics-informed neural networks and their applications in complex fluid dynamics
C Zhao, F Zhang, W Lou, X Wang, J Yang - Physics of Fluids, 2024 - pubs.aip.org
Physics-informed neural networks (PINNs) represent an emerging computational paradigm
that incorporates observed data patterns and the fundamental physical laws of a given …
that incorporates observed data patterns and the fundamental physical laws of a given …
Data-driven techniques in rheology: Developments, Challenges and Perspective
With the rapid development and adoption of different data-driven techniques in rheology,
this review aims to reflect on the advent and growth of these frameworks, survey the state-of …
this review aims to reflect on the advent and growth of these frameworks, survey the state-of …
Least-square finite difference-based physics-informed neural network for steady incompressible flows
In this work, a least-square finite difference-based physics-informed neural network (LSFD-
PINN) is proposed to simulate steady incompressible flows. The original PINN employs the …
PINN) is proposed to simulate steady incompressible flows. The original PINN employs the …
Reconstruction of downburst wind fields using physics-informed neural network
B Yao, Z Wang, Z Fang, Z Li - Journal of Wind Engineering and Industrial …, 2024 - Elsevier
Downbursts, as a strong localized wind event, have caused significant damage to
engineering structures throughout the world. However, given the spatial and temporal …
engineering structures throughout the world. However, given the spatial and temporal …
Towards accelerating particle‐resolved direct numerical simulation with neural operators
We present our ongoing work aimed at accelerating a particle‐resolved direct numerical
simulation model designed to study aerosol–cloud–turbulence interactions. The dynamical …
simulation model designed to study aerosol–cloud–turbulence interactions. The dynamical …
Student Process Skills on Temperature and Heat Materials
A Azhar - JOURNAL OF DIGITAL LEARNING AND DISTANCE …, 2022 - rjupublisher.com
This study aims to describe and determine the differences in students' physics process skills
through the LKS based on Natural Exploration (JAS) on temperature and heat at SMAN 2 …
through the LKS based on Natural Exploration (JAS) on temperature and heat at SMAN 2 …