Fidelity CFD Accelerates Automotive CFD Workflow

Advanced Pre-Processing and Meshing Solutions

Introduction

CFD is used in today’s design processes to improve and increase the efficiency of products without relying on time-consuming and expensive physical testing.

Over the last decade, tools and methods have been constantly improved to increase productivity and reduce time to results. The latest revolution came from GPU-accelerated solvers, which deliver significantly more performance per dollar than traditional CPUs. Despite solver performance improvements, preprocessing continues to be one of the biggest challenges engineers face daily. Nearly 75% of CFD workflow efforts and time are spent on preprocessing (Fig. 1).

Percentage of CFD workflow time & effort
Figure 1: Percentage of CFD workflow time & effort

Automotive geometries are complex and very often need to be ‘cleaned.’ The engineers might need days or weeks to get the final mesh, iterating many times with geometry preparation and mesh generation tools.

With Cadence Fidelity CFD software, engineers can overcome this bottleneck and enhance traditional pre-processing workflows. Advanced automation and best practices reduce pre-processing and meshing time from days to hours and create high-fidelity meshes with 100% viscous layers coverage to achieve highly accurate results.

Fast and Versatile Simulation Workflows

An optimal computational fluid dynamics (CFD) workflow respects the following principles:

  • Fast: so that CFD engineers can focus on improving design performance
  • Flexible and seamlessly integrable into any existing workflow (“plug and play”)
  • Robust: clean and watertight
  • Lean: Only retain parts/systems relevant to the simulation
Traditional CAD files extracted from the PLM system
Figure 2: Traditional CAD files extracted from the PLM system

These are the principles that Cadence’s Fidelity CFD software products are based on.

External aerodynamics solution showing streamlines colored by velocity
Figure 3 : External aerodynamics solution showing streamlines colored by velocity

Seamlessly Integrate and Customize Workflows

CAD workflows at automotive OEMs involve different CAD formats, customized PLM tree structures, and data organization. This calls for robust and flexible preprocessing capabilities so that it can be quickly adapted and implemented.

Similarly, the surface and mesh generation steps are often customer and application-specific with some commonalities. Fig. 4 lists the most common operations that must be performed in the pre-processing stage of every automotive OEM CFD workflow.

Common operations necessary to perform in CFD pre-processing
Figure 4: Common operations necessary to perform in CFD pre-processing

Fidelity workflow facilitates executing the above operations independently and seamlessly integrated into existing workflows. Cadence has been working with OEMs worldwide to improve existing workflows with significant CAD-to-CFD performance improvements driven by automation of various operations. Several innovative algorithms and workflow automation capabilities have been developed and incorporated through Python API.

Fidelity CFD Workflow

Poor-quality CAD or highly complex geometries require lengthy preparation and set-up times and much manual input for a high-quality mesh. A laborious task, especially when various design alternatives need to be analyzed or design of experiments (DoE).

  • The Fidelity CFD platform supports all common CAD and tessellated formats
  • Includes comprehensive geometry repair and defeaturing
  • Provides automated grouping for optimal geometry tree organization

CAD Import and Cleaning

CAD data typically contain information that is not relevant to the simulation task at hand. Removing unnecessary data is often a manual task that consumes large amounts of time. The Fidelity CFD platform provides fully scriptable automation for all import and cleaning steps, from geometry import, geometry defeaturing, and removal of duplicates to the correct positioning of parts. Handle the most complex geometries in all common file formats (STL, IGES, JT, PLM XML, STEP, CATPART, etc.) with tens of GB of disk space and shorten cumbersome import and cleaning from days to hours.

Model Preparation

Accurately predicting external aerodynamics, air conditioning, or thermal management of vehicles requires detailed geometries and model preparation with many CAD components or assemblies. The main difficulties are often (i) identifying all relevant surfaces that are ‘visible’ to the flow and (ii) creating a watertight model required for volume mesh generation.

Fidelity automates the entire sealing process without losing any geometry detail by automatically detecting ‘wetted’ surfaces and sealing the geometry by closing gaps and holes with Fidelity AutoSeal. Even the most complex geometry can now be processed without simplifying the underlying CAD (Fig. 5). The overall processing time can be reduced from several days to hours.

From CAD to watertight geometry in less than an hour
Figure 5 : From CAD to watertight geometry in less than an hour

Here is how it works: AutoSeal can detect which cells of a dirty geometry are inside or outside of it. This allows the system to identify missing surfaces under a user-defined threshold progressively. AutoSeal then automatically closes the detected holes and cavities with newly created surfaces. Note that based on this approach, the original geometry is preserved and neither wrapped, simplified, or modified in any way before meshing.

The Fidelity CFD platform provides a streamlined, automated workflow for high-quality surface mesh generation as the basis for volume mesh generation.

Combined view of the geometry and surface mesh of a Honda CR-V model
Figure 6: Combined view of the geometry and surface mesh of a Honda CR-V model

 

Where a skilled engineer typically needed one full week to close all the holes of the cabin space before, now this whole process is brought down to just about one hour with AutoSeal.
Akio Takamura, Chief Engineer, Honda Automotive

Meshing

The Fidelity CFD software family offers a wide range of meshing options for the automotive industry (Fig. 7), e.g., full hexahedral meshes with hanging nodes or mixed element conformal meshes. Fidelity Hexpress provides automated volume mesh generation features, including:

  • Fast and robust algorithms ensure reliable and high-quality mesh generation for complex and large geometries.
  • 100% viscous layers for large and complex geometries to facilitate appropriate boundary layer resolution.
  • Algorithms for mesh optimization to meet CFD solver quality criteria, such as skewness, non-orthogonality, and adjacent volume ratio, among others. These capabilities provide optimal results for all classes of flow solvers.
  • High-quality meshes lead to more robust computations, significantly improved solver convergence, and shorter runtimes.
Hopium Machina CAD model (top) and close-up of the surface mesh (bottom)
Figure 7 : Hopium Machina CAD model (top) and close-up of the surface mesh (bottom)

 

Meshing tools cover a wide range of simulation cases. Fidelity Hexpress enables quick and hands-off mesh generation, while Fidelity Pointwise offers more manual control over surface and volume grids.
Hopium

Export and Automation

Fidelity’s Python API provides access to all features available in the Fidelity GUI, enabling automation of the CAD cleanup, repair, and meshing workflow through Python scripting for headless operation.

Fidelity includes mesh optimization and export for all major commercial and open-source-based CFD solver formats.

Performance Impact on Automotive CFD Workflow

Fidelity dramatically impacts pre-processing and meshing workflows across the automotive industry (Fig. 8 and Fig. 9).

OEM type Geometry size (GB) File type(s) Without Fidelity workflow TAT Fidelity workflow TAT % reduction
Car maker 1 23 Iges 15 days 4.25h -96.5%
Car maker 2 2 STL 7 days 5.5h -90.2%
Car maker 3 0.6 Iges/Step/Nas 5 days 4.8h -88.0%
Car maker 4 1.6 Step/Parasolid 15 days 6h -95.0%
Car maker 5 6.1 Step 20 days 6.2h -96.1%
Motorsports 13 CatPart/Step 14 days 17.9h -84.0%
Truck maker 1 4.8 STL/JT 20 days 9.7h -93.9%
Truck maker 2 1.6 PLMXML/JT 14 days 10.9h -90.3%
Figure 8: Comparison of Turn Around Time (TAT) per OEM from raw CAD import to volume mesh generation
Impact of Fidelity Autoseal and Hexpress on Toyota Motor Europe’s CFD pre-processing workflow. Extracted from Cadence TechTalk February 16th, 2022
Figure 9 : Impact of Fidelity Autoseal and Hexpress on Toyota Motor Europe’s CFD pre-processing workflow. Extracted from Cadence TechTalk February 16th, 2022

Key Takeaways

  • Reduce pre-processing and meshing time with robust automation from weeks to hours
  • High-quality mesh generation with 100% viscous layers coverage
  • Fidelity tools can be inserted to enhance any stage of pre-processing or meshing workflow