
Aman Patel
Robotics Expert
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Portfolio
Esperienza lavorativa
Robotics Simulation & Control Engineer
Freelancer.com • Lavoratore autonomo
Jan 2024 - Present • 2 yrs 7 mos
Provide direct R&D simulation and control design services for robotics startups, industrial automation integrators, and research labs. Key Focus Areas & Tech Stack: - Simulation Platforms: NVIDIA Isaac Sim, Isaac Lab (Gym), MuJoCo, Webots. - Control & AI: Reinforcement Learning (PPO, SAC via Stable-Baselines3), MPC, Whole-Body Control (WBC). - Hardware & Bridging: ROS 2 (Humble/Jazzy), C++, Python, Unitree SDK2 low-level torque control. Key Achievements: - Designed and validated Sim-to-Real (Sim2Real) reinforcement learning locomotion pipelines for quadrupeds, achieving 98%+ success rates on physical platforms (Unitree Go2/B2). - Rigged and calibrated over 15 custom CAD assemblies into physics-accurate USD and MJCF robot models, correcting mass properties, inertia tensors, and joint friction limits. - Built digital twin environments for warehouse conveyor cells and AMR fleets, validating throughput metrics and eliminating layout configuration conflicts prior to physical deployment. - Deployed Omniverse Replicator synthetic data pipelines, generating 10K+ automatically labeled training images to train computer vision models with high mAP accuracy.