Abstract In Resin Transfer Moulding (RTM), local variations in reinforcement properties
(porosity and permeability) and the formation of gaps along the reinforcement edges result …

The Resin Transfer Moulding process receives great attention from both academia and
industry, owing to its superior manufacturing rate and product quality. Particularly, the …

Fibre-reinforced composites are commonly manufactured through moulding processes such
as Resin Transfer Moulding (RTM) due to their great reliability and scalability. State-of-the …

There are two methods for calculating fluid in porous materials, namely the pressure drop
method (PDM) and the source term method (STM), which are widely utilized in their …

The goal of this paper is to provide a simple approach to perform local sensitivity analysis
using Physics-informed neural networks (PINN). The main idea lies in adding a new term in …

Fully ceramic microencapsulated (FCM) is a new type of composite fuel in the nuclear
energy field; it has emerged as a promising candidate for accident-tolerant fuel (ATF), owing …

In deep learning, the mean of a chosen error metric, such as squared or absolute error, is
commonly used as a loss function. While effective in reducing the average error, this …

With the rapid urbanization and fast growth of transportation, noise pollution has become
one of the most serious environmental problems in front of the people worldwide, it usually …