Crashworthiness AI Scientist | Industrial Simulation Leader

Mistral

Singapore

Hybrid

SGD 120,000 - 180,000

Full time

4 days ago
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Job summary

Mistral is seeking a Domain Expert in crashworthiness simulations to advance AI-accelerated structural mechanics for industrial engineering. You will join cross-functional teams and develop datasets, validation strategies, and AI-enabled prediction models that align with real-world engineering standards.

You will work on rigorous simulation campaigns with state-of-the-art tools, evaluate model outputs, and collaborate with researchers, product, and customers to drive impactful outcomes in

Qualifications

  • Master's degree or equivalent in mechanical/structural engineering, computational mechanics, or related field.
  • 4+ years of industrial experience in automotive, aerospace, or consumer electronics.
  • Hands-on experience with explicit dynamics for crash/impact simulation and nonlinear FEM.
  • Experience with simulation validation, correlation, and KPI definition.
  • Strong Python development for automation, data processing, and model evaluation, with good software practices.
  • Experience in Linux/HPC environments and running batch simulations on a compute cluster.

Responsibilities

  • Define, generate, and improve simulation datasets for training and evaluating crashworthiness models.
  • Design and run high-fidelity simulation campaigns using Abaqus, LS-DYNA, Ansys Mechanical, Radioss or equivalent tools.
  • Define variation space for training data: geometry, mesh, material, boundary conditions, loading, joints, failure modes, KPIs.
  • Build or guide automated pipelines for simulation setup, execution, post-processing, dataset creation, and evaluation.
  • Train and evaluate AI models on simulation data and diagnose data gaps or numerical artifacts.
  • Evaluate model outputs against industrial needs: field accuracy, deformation modes, energy absorption, and failure indicators.
  • Collaborate with customers to understand workflows, define use cases, and incorporate feedback.

Skills

Crashworthiness
Solid mechanics
Python programming
Linux HPC
Communication
Data-driven methods

Education

Master's degree or equivalent

Tools

Abaqus
LS-DYNA
Ansys Mechanical
Radioss
Git

Job description

Mistral is seeking a Domain Expert in crashworthiness simulations to advance AI-accelerated structural mechanics for industrial engineering. You will join cross-functional teams and develop datasets, validation strategies, and AI-enabled prediction models that align with real-world engineering standards.

You will work on rigorous simulation campaigns with state-of-the-art tools, evaluate model outputs, and collaborate with researchers, product, and customers to drive impactful outcomes in

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