Efficient SLW models for water vapor and carbon dioxide based on neural network method
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Quantitative Spectroscopy and Radiative Transfer"
DOI: 10.1016/j.jqsrt.2019.106600
Abstract: Abstract Non-gray gas radiation plays an important role in combustion system, and the spectral-line-based weighted-sum-of-gray-gases (SLW) is a popular model to treat the gas radiative properties. In practical applications, the inverse calculations of the cross-sections… read more here.
Keywords: neural network; network method; network; efficient slw ... See more keywords
Deep neural network method for predicting the mechanical properties of composites
Sign Up to like & getrecommendations! Published in 2019 at "Applied Physics Letters"
DOI: 10.1063/1.5124529
Abstract: Determining the macroscopic mechanical properties of composites with complex microstructures is a key issue in many of their applications. In this Letter, a machine learning-based approach is proposed to predict the effective elastic properties of… read more here.
Keywords: neural network; method; mechanical properties; properties composites ... See more keywords
Physics-informed Neural Network method for predicting soliton dynamics supported by complex PT-symmetric potentials
Sign Up to like & getrecommendations! Published in 2023 at "Chinese Physics Letters"
DOI: 10.1088/0256-307x/40/6/070501
Abstract: We examine the deep learning technique referred to as the physics-informed neural network method for approximating non-linear Schrödinger equation under considered parity time symmetric potentials and obtaining multifarious soliton solutions. For the first time, neural… read more here.
Keywords: neural network; network; informed neural; physics ... See more keywords
A governing equation of Rossby waves and its dynamics evolution by Bilinear neural network method
Sign Up to like & getrecommendations! Published in 2023 at "Physica Scripta"
DOI: 10.1088/1402-4896/acd5b1
Abstract: This paper studies an extended evolution equation of large-scale waves by means of bilinear neural network method, which is obtained from local Cartesian coordinate system of the basic equation set by using scaling analysis method… read more here.
Keywords: network method; bilinear neural; neural network; equation ... See more keywords