Integrated Pipeline for Monocular 3D Reconstruction and Finite Element Simulation in Industrial Applications
Journal:
arXiv
Published Date:
Jun 16, 2025
Abstract
To address the challenges of 3D modeling and structural simulation in
industrial environment, such as the difficulty of equipment deployment, and the
difficulty of balancing accuracy and real-time performance, this paper proposes
an integrated workflow, which integrates high-fidelity 3D reconstruction based
on monocular video, finite element simulation analysis, and mixed reality
visual display, aiming to build an interactive digital twin system for
industrial inspection, equipment maintenance and other scenes. Firstly, the
Neuralangelo algorithm based on deep learning is used to reconstruct the 3D
mesh model with rich details from the surround-shot video. Then, the QuadRemesh
tool of Rhino is used to optimize the initial triangular mesh and generate a
structured mesh suitable for finite element analysis. The optimized mesh is
further discretized by HyperMesh, and the material parameter setting and stress
simulation are carried out in Abaqus to obtain high-precision stress and
deformation results. Finally, combined with Unity and Vuforia engine, the
real-time superposition and interactive operation of simulation results in the
augmented reality environment are realized, which improves users 'intuitive
understanding of structural response. Experiments show that the method has good
simulation efficiency and visualization effect while maintaining high geometric
accuracy. It provides a practical solution for digital modeling, mechanical
analysis and interactive display in complex industrial scenes, and lays a
foundation for the deep integration of digital twin and mixed reality
technology in industrial applications.