Scalable Meshing Solution for Full Vehicle Models

Automating and standardizing meshing processes across a number of load cases and vehicle configurations

Challenge

Managing the meshing process for a full vehicle model presents a significant challenge, especially when the model comprises thousands of individual components. The complexity increases exponentially when multiple vehicle configurations must be prepared to support hundreds of load cases, each with unique requirements. Traditional manual meshing methods are both time-consuming and resource-intensive, often leading to inconsistencies in mesh quality and delays in simulation timelines. Ensuring that each mesh adheres to strict accuracy and element quality criteria becomes increasingly difficult as vehicle complexity and the number of load cases grow. Employing batch meshing is typically the go to method but on its own it did not address the scale and complexity of the client's simulation program. The engineering team faced mounting pressure to reduce simulation turnaround times while maintaining close alignment between CAD and FE model across all configurations.

Solution

To address these challenges, we developed a scalable meshing solution that automates and standardises the meshing process for full vehicle models across a number of build configurations. By leveraging advanced meshing algorithms and rule-based automation, we streamlined the creation of consistent, high-quality meshes that meet predefined parameters and quality criteria. The solution integrated seamlessly with the client's existing CAE workflows and databases, enabling automatic adaptation to different vehicle configurations without manual rework. With the ability to scale to managing thousands of components and hundreds of load cases, the solution significantly accelerated the simulation process while reducing manual effort.

Our Approach

1

Audit & Identify

Analysed existing meshing workflows to pinpoint bottlenecks and inefficiencies.

2

Develop & Prototype

Built a rule-based automation library and an MVP for adaptive mesh assignment.

3

Test & Integrate

Connected the solution with CAE and PLM systems, refining it with early user feedback.

4

Deploy & Train

Rolled out the production version across teams with training and documentation.

5

Monitor & Improve

Ensured collaborative mesh sharing, gathered feedback, and optimised continuously.

Key Results

  • Over 70% of parts were meshed fully automatically in a "one-click" manner
  • Consistent mesh quality across all components and configurations
  • Enhanced simulation accuracy with standardized mesh quality
  • Scalable solution supporting hundreds of load cases in dynamic virtual series looping
  • Improved engineering productivity by reducing manual rework

Technologies Used

ANSAPython3D Experience
"The scalable meshing solution has transformed our workflow, dramatically reducing manual effort while ensuring consistent quality across all configurations."
Lead CAE Engineer
Autonomous Taxi Company
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