INTRODUCTION

At Applus+ IDIADA, we empower engineering and CAE teams to successfully implement AI/Machine Learning-based surrogate models through a distinctive, comprehensive methodology. Our service uniquely blends IDIADA's extensive CAE knowledge, cutting-edge data science capabilities, and worldwide implementation track record with Autodesk's premium machine learning technology.

Our AI for CAE integration services revolutionize conventional CAE processes by:

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THE Applus+ SOLUTION

Complete End-to-End Solution

We provide full-service coverage throughout the entire AI/ML CAE implementation lifecycle:

  1. Data Requirements Definition - Identifying training data specifications
  2. Data Extraction & Processing - Automated information handling
  3. Neural Network Design - Bespoke ML architecture creation and assessment
  4. Multi-objective Optimization - Automated design space exploration workflows
  5. Usability Analysis - Establishing confidence levels for ML predictions
  6. Customized GUIs - Tailored interfaces for data processing and results visualization

IDIADA's Distinctive Approach

Unparalleled Team Expertise

  • Specialized team merging CAE engineering proficiency with data science knowledge
  • This dual competency ensures engineering precision combined with sophisticated machine learning capabilities

Demonstrated International Success

  • Proven AI/ML deployments across numerous OEMs globally (Asia, Europe)
  • Diverse application portfolio: Aerodynamics, Structural Dynamics, NVH, Crash Simulation, Modal Analysis

Strategic Technology Collaboration

  • Collaboration with Autodesk utilizing advanced Navpack ML architectures
  • Direct access to proven methodologies and state-of-the-art technology

Effective Challenge Resolution

IDIADA tackles essential implementation challenges:

  • What results are necessary?
  • How many datasets are optimal?
  • How to streamline automation and ensure result validation?
  • When are ML predictions reliable enough to trust?
  • How to conduct efficient design space exploration?

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