Sr. Cfd Engineer, Powertrain

Rivian Rivian · Auto · Plymouth, MI · Mechanical & Electrical Engineering

Sr. CFD Engineer, Powertrain at Rivian. Focuses on supporting design and optimization of lubrication and cooling performance of powertrain Drive Units assemblies using CFD and 1D modeling tools. Responsibilities include building, validating, and maintaining 3D CFD and 1D lubrication models, defining boundary conditions, translating simulation results into design recommendations, and collaborating with cross-functional teams. Requires a BS/MS/PhD in relevant engineering fields with at least 5 years of experience in CFD and 1D thermal analysis.

What you'd actually do

  1. Build, validate and maintain 3D CFD models (steady state and transient) using industry-standard tools (e.g., Simerics, Star-CCM+ or similar) to predict oil splash, pressure drop, heat transfer, and flow distribution across key systems.
  2. Build, validate and maintain 1D lubrication models (steady state and transient) using industry-standard tools (e.g., AMESIM, GT Suite, Matlab or similar) to predict spray and splash lubrication, churning losses, aeration effect, pressure drop, heat transfer, and flow distribution across key systems.
  3. Define boundary conditions, load cases, and duty cycles using vehicle usage profiles and test data to ensure simulations represent real customer usage and worst-case environmental conditions.
  4. Translate simulation results into clear design recommendations for component owners (Driveline, powertrain, Motor), including geometry changes, ducting strategies, and shielding/insulation concepts.
  5. Collaborate with designers and system engineers to balance lubrication, thermal, NVH, durability, and manufacturability requirements in a cross-functional environment.

Skills

Required

  • Mechanical Engineering, Aerospace Engineering, Automotive Engineering, or related field
  • CFD and 1D thermal analysis
  • Simerics, Star-CCM+ or equivalent
  • Multiphase turbulence physics, fluid dynamics and heat transfer
  • Complex moving geometries
  • Fluid dynamics and heat transfer
  • Drive Unit or system-level simulations
  • Parametric CAD tools and geometry handling
  • Python, MATLAB, or similar scripting
  • Independent work and cross-functional collaboration
  • Communication skills

Nice to have

  • Working experience with Simerics-MP+ for rotating machine and gearbox oil splash simulation
  • Familiarity with duty cycles and durability concepts
  • A growth mindset with curiosity to explore new tools, methods, and approaches

What the JD emphasized

  • B.S. in Mechanical Engineering, Aerospace Engineering, Automotive Engineering, or related field required.
  • M.S. or Ph.D. with a focus in fluid mechanics, heat transfer, or CFD strongly
  • Minimum 5 years of relevant experience in CFD and 1D thermal analysis for automotive, aerospace, energy, or similar industries