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Staff Robotics Simulation Engineer, AI/ML Software(m/w/x)
Developing custom sensor models for AI/ML robotics simulation using USD and FEA tools. 6+ years robotics simulation experience required. Work with Ansys, Comsol, or Abaqus for mechanical behavior analysis.
Anforderungen
- Ph.D. or M.S. in Robotics, Mechanical Engineering, Computer Science, Physics, or related field
- 6+ years of robotics simulation, sensor modelling, or mechanical validation experience
- Deep expertise in simulation platforms (e.g., Isaac Sim, Gazebo) and sensor modelling
- Strong proficiency in Python, C++, and software development best practices
- Hands-on experience with FEA tools (e.g., Ansys, Comsol, Abaqus)
- Experience with advanced ML frameworks (e.g., PyTorch, TensorFlow) and scientific computing libraries
- Proven track record of integrating simulation with real-world robotic systems
- Experience with synthetic data generation and validation against physical benchmarks
- Solid understanding of sim-to-real challenges and mitigation strategies
- Experience implementing custom finite element solvers or contributing to open-source simulation frameworks
- Familiarity with sensor hardware design, calibration, and signal processing
- Publications or project experience in physics-informed machine learning or mechanical simulation
- Experience with reinforcement learning (RL) and safe deployment of RL agents on physical robots
- Proven ability to deliver simulation-driven workflows for AI model training, system validation, or perception testing
Aufgaben
- Design and implement custom sensor models
- Leverage USD for integration in simulation platforms
- Apply numerical simulation techniques for mechanical behavior
- Use Ansys, Comsol, or Abaqus for stress and deformation simulation
- Close the sim-to-real gap through domain randomization
- Model noise and apply physics-based constraints
- Validate simulation outputs against real-world data
- Generate high-quality synthetic datasets for AI training
- Develop workflows for perception and control models
- Integrate simulation outputs into ML training pipelines
- Collaborate on physics-informed machine learning
- Oversee on-site testing and validation
- Ensure simulation fidelity and real-world performance
- Stay current with robotics simulation advancements
- Mentor junior engineers
- Guide adoption of innovative simulation techniques
Berufserfahrung
- 6 Jahre
Ausbildung
- Doktor / Ph.D.
Sprachen
- Englisch – verhandlungssicher
Tools & Technologien
- Isaac Sim
- Gazebo
- Python
- C++
- Ansys
- Comsol
- Abaqus
- PyTorch
- TensorFlow
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Staff Robotics Simulation Engineer, AI/ML Software(m/w/x)
Developing custom sensor models for AI/ML robotics simulation using USD and FEA tools. 6+ years robotics simulation experience required. Work with Ansys, Comsol, or Abaqus for mechanical behavior analysis.
Anforderungen
- Ph.D. or M.S. in Robotics, Mechanical Engineering, Computer Science, Physics, or related field
- 6+ years of robotics simulation, sensor modelling, or mechanical validation experience
- Deep expertise in simulation platforms (e.g., Isaac Sim, Gazebo) and sensor modelling
- Strong proficiency in Python, C++, and software development best practices
- Hands-on experience with FEA tools (e.g., Ansys, Comsol, Abaqus)
- Experience with advanced ML frameworks (e.g., PyTorch, TensorFlow) and scientific computing libraries
- Proven track record of integrating simulation with real-world robotic systems
- Experience with synthetic data generation and validation against physical benchmarks
- Solid understanding of sim-to-real challenges and mitigation strategies
- Experience implementing custom finite element solvers or contributing to open-source simulation frameworks
- Familiarity with sensor hardware design, calibration, and signal processing
- Publications or project experience in physics-informed machine learning or mechanical simulation
- Experience with reinforcement learning (RL) and safe deployment of RL agents on physical robots
- Proven ability to deliver simulation-driven workflows for AI model training, system validation, or perception testing
Aufgaben
- Design and implement custom sensor models
- Leverage USD for integration in simulation platforms
- Apply numerical simulation techniques for mechanical behavior
- Use Ansys, Comsol, or Abaqus for stress and deformation simulation
- Close the sim-to-real gap through domain randomization
- Model noise and apply physics-based constraints
- Validate simulation outputs against real-world data
- Generate high-quality synthetic datasets for AI training
- Develop workflows for perception and control models
- Integrate simulation outputs into ML training pipelines
- Collaborate on physics-informed machine learning
- Oversee on-site testing and validation
- Ensure simulation fidelity and real-world performance
- Stay current with robotics simulation advancements
- Mentor junior engineers
- Guide adoption of innovative simulation techniques
Berufserfahrung
- 6 Jahre
Ausbildung
- Doktor / Ph.D.
Sprachen
- Englisch – verhandlungssicher
Tools & Technologien
- Isaac Sim
- Gazebo
- Python
- C++
- Ansys
- Comsol
- Abaqus
- PyTorch
- TensorFlow
Gefällt dir diese Stelle?
BetaDein Career Agent findet täglich ähnliche Jobs für dich.
Über das Unternehmen
Analog Devices, Inc.
Branche
Manufacturing
Beschreibung
The company is a global semiconductor leader that bridges the physical and digital worlds to enable breakthroughs at the Intelligent Edge.
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