Principal AI/ML Robotics Simulation Engineer

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What You'll Do

  • Sensor Simulation: Implement and refine sensor models (e.g., ToF, RGB-D, LiDAR, IMUs) in platforms such as NVIDIA Isaac Sim, using USD and ROS/ROS2 for integration.
  • Mechanical Simulation & FEA: Apply FEA techniques to simulate mechanical behaviour of robotic components using tools like Ansys, Comsol, or Abaqus.
  • Sim-to-Real Validation: Support efforts to reduce the sim-to-real gap through domain randomization, noise modelling, and physics-based constraints.
  • Synthetic Data Generation: Develop simulation workflows to produce synthetic datasets for AI model training and validation.
  • ML Collaboration: Work with AI/ML engineers to integrate simulation outputs into training pipelines, especially for physics-informed models.
  • Qualifications M.S. or Ph.D. in Robotics, Mechanical Engineering, Computer Science, Physics, or a related field. 10+ years of experience in robotics simulation, sensor modelling, or mechanical validation.
  • Proficiency in Python, C++, and ROS/ROS2.
  • Experience with simulation platforms (e.g., Isaac Sim, Gazebo) and FEA tools (e.g., Ansys, Comsol, Abaqus).
  • Familiarity with ML frameworks (e.g., PyTorch, TensorFlow) and scientific computing libraries.
  • Understanding of sim-to-real challenges and validation tech <>· Bonus Experience Contributions to open-source simulation or FEA frameworks.
  • Experience with sensor hardware calibration and signal processing.
  • Exposure to physics-informed ML or reinforcement learning in robotics.
  • Experience generating synthetic data for AI model training.
  • Why Join Us? Join ADI’s Edge AI team to help create truly intelligent edge systems — where sensing, learning, and acting happen in real time.
  • You’ll work in a fast-paced, collaborative environment, solving hard problems with people who care about impact, reliability, and real-world performance. #LI-BF1 For positions requiring access to technical data, Analog Devices, Inc. may have to obtain export licensing approval from the U.S.
  • Department of Commerce - Bureau of Industry and Security and/or the U.S.
  • Department of State - Directorate of Defense Trade Controls.
  • As such, applicants for this position – except US Citizens, US Permanent Residents, and protected individuals as defined by 8 U.S.C. 1324b(a)(3) – may have to go through an export licensing review process.
  • We foster a culture where everyone has an opportunity to succeed regardless of their race, color, religion, age, ancestry, national origin, social or ethnic origin, sex, sexual orientation, gender, gender identity, gender expression, marital status, pregnancy, parental status, disability, medical condition, genetic information, military or veteran status, union membership, and political affiliation, or any other legally protected group.
  • Job Req Type: Experienced Required Travel: Yes, 10% of the time Shift Type: 1st Shift/Days

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Analog Devices

Ireland, Limerick

Specialisation
Open roles at Analog Devices
940 positions
Job ID
/job/Ireland-Limerick/Principal-AI-ML-Robotics-Simulation-Engineer_R262893

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