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ll7/README.md

Hi, I'm Lennart Luttkus

Research Assistant · University of Augsburg — Chair of Mechatronics
Autonomous micromobility researcher advancing safety validation through simulation, RL, and pedestrian modeling — bridging mobility, AI, and urban innovation.


Focus areas

  • Safety validation for autonomous micromobility in simulation
  • Reinforcement learning for decision making and control
  • Human-in-the-loop and pedestrian dynamics modeling
  • Bridging robotics, AI, and urban mobility

Toolbox

  • Python • ROS • CARLA • Reinforcement Learning
  • Simulation • Evaluation • Experiment design

🔬 Featured projects

  • ll7/robot_sf_ll7
    Experiments for robot–pedestrian interaction using social-force models, focused on micromobility contexts. Includes reproducible scenarios, metrics, and baselines for evaluating safety and behavior fidelity.

  • una-auxme/paf
    A modular Perception–Action Framework for autonomous vehicle research and teaching. Provides agents, simulation, and evaluation pipelines to enable safety validation and RL training at scale.


📚 What I’m working on

  • Designing simulation-first safety validation workflows for micromobility
  • RL policies that respect human behavior models and urban context
  • Robust evaluation setups to close the sim-to-real gap

Pinned Loading

  1. robot_sf_ll7 robot_sf_ll7 Public

    robot_sf in the ll7 namespace.

    Python 2 2

  2. una-auxme/paf una-auxme/paf Public

    Praktikum Autonomes Fahren - PAF

    Python 15 1