A 2D finite element based approach to predict the temperature field ...

Highlights. •. A new approach is proposed to predict the temperature of spur gear transmissions. •. It is suitable for transmissions with any gear geometry, ...

A 2D finite element based approach to predict the temperature field in polymer spur gear transmissions. Victor Roda-Casanova∗, Francisco ...

[PDF] A 2D finite element based approach to predict the temperature ...

Semantic Scholar extracted view of "A 2D finite element based approach to predict the temperature field in polymer spur gear transmissions" by Víctor ...

(PDF) A Fast Finite Element Based Methodology to Predict the ...

In this work, two different finite element models have been proposed to perform heating contact analysis, that is a coupled thermal-stress analysis that takes ...

(PDF) 2D Finite Element Formulation for 3D Temperature Analysis of ...

Three-dimensional (3D) finite element formulations are usually applied for the analysis of temperature fields for hybrid and conventional ...

2D FEM Formulation of Transient Heat Transfer Problems - YouTube

Comments4 · Finite Element Method: Lecture 13 - Transient Heat Transfer Analysis · Understanding the Finite Element Method · The Race to Harness ...

Two-dimensional finite element heat transfer model of softwood. Part ...

The two-dimensional finite element model described here was developed to determine the effective thermal conductivity as a function of cell alignment and cell ...

A finite element-based physics-informed operator learning ... - arXiv

Upon training on given boundary conditions and domain, the networks successfully predict the temperature evolution over time for any initial ...

Prediction of the Bulk Temperature in Spur Gears Based on Finite ...

The temperature distribution in spur gears operating in a state of thermal equilibrium is solved by using a finite element method. The effects of various ...

Finite Element-Based Machine Learning Model for Predicting the ...

... method, Mori–Tanaka mean field ... [27] employed 2D CNN to predict the effective thermal conductivity of 3D composites using 2D cross-section ...

FreeFEM - An open-source PDE Solver using the Finite Element ...

In this paper, a domain decomposition finite element method is proposed for the magneto-thermal field analysis of electric machines. 2-D and 3-D numerical ...

Detailed Explanation of the Finite Element Method (FEM) - COMSOL

where h denotes the heat transfer coefficient and Tamb denotes the ambient temperature. The outward unit normal vector to the boundary surface ...

A finite element-based physics-informed operator learning ...

Upon training, the network successfully predicts the temperature evolution over time for any initial temperature field at high accuracy compared ...

a combined finite element and machine learning approach

Therefore, it is necessary to predict maximum tool temperature to improve the machining and tool life. ... Kumar and Singh [29] used an ANN based model to predict ...

Finite element method - Wikipedia

Typical problem areas of interest include the traditional fields of structural analysis, heat transfer, fluid flow, mass transport, and electromagnetic ...

2D Finite Element Transient Heat Problem - Physics Forums

A 2D Finite Element Transient Heat ... method to solve the heat transfer equation and predict temperature changes within the object.

EN175: Mechanics of Solids - Intro to FEA

The finite element method (FEM) is a computer technique for solving partial differential equations. One application is to predict the deformation and stress ...

Scalar Field Prediction on Meshes Using Interpolated Multi ... - arXiv

We also demonstrate the model on a temperature field in a heat conduction problem, where its predictions have a median R-squared value of 0.99. Our method ...

Fast and accurate prediction of temperature evolutions in additive ...

2D thermal finite element analy- sis ... Integration of physically-based and data-driven approaches for thermal field prediction in additive manufacturing.

A Novel Finite Element-Based Method for Predicting the ... - NCBI

A new finite element-based method proposed in this study allows us to solve very high-dimensional flow problems while limiting the biases ...