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aparame/README.md

Hi there, I'm Aditya Parameshwaran πŸ‘‹

PhD Candidate in Mechanical Engineering at Clemson University | Formal Verification & Robotics

Website Google Scholar GitHub Resume


πŸ‘¨β€πŸ”¬ About Me

  • πŸ”­ I am currently a PhD Candidate in the Interdisciplinary Intelligent Research Laboratory at Clemson University under Dr. Yue "Sophie" Wang.
  • 🌱 My research interests lie in neurosymbolic deep learning, formal verification, and controls for robotics and autonomous vehicle applications.
  • πŸŽ“ I hold an M.S. in Mechanical Engineering from Purdue University and a B.E. in Mechanical Engineering from the University of Pune.
  • πŸ’¬ Ask me about robotics, formal verification, semantic 3D mapping, and autonomous navigation.

πŸ”¬ Featured Research & Publications

πŸ’» Pinned & Notable Projects

  • πŸ€– SEVIN_ICCPS_RE_Package: Variational Autoencoders for explainable latent space encoding and efficient formal verification of neural network controllers.
  • πŸš— Faster_TLG-RN: 2D controller synthesis combining Linear and Signal Temporal Logic specifications to guarantee safe and robust navigation for ground robots.
  • πŸ—ΊοΈ Semantic 3D Mapping: Deployed on Husky robots using the Octomap library, fusing semantically segmented RGB data with LiDAR point clouds.
  • 🏎️ AI RC Car: Developed an autonomous lane-keeping and sign-detecting RC car using ResNet-based CNNs and OpenCV.

πŸ› οΈ Technical Skills

  • Robotics & AI: ROS/ROS2, OpenCV, MoveIt, Formal Verification, Neural Network Controllers, Semantic Mapping
  • Hardware: Husky robots, NVIDIA Jetson AGX, UR5 manipulators, LiDAR, Stereo Cameras, IMU

aparame's GitHub Stats

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  1. RL_UR5_IsaacLab RL_UR5_IsaacLab Public

    Vision based RL agent to control a UR5 arm in Human-Robot collaborative environments

    Python 19 2

  2. AILabDsUnipi/pymarlzooplus AILabDsUnipi/pymarlzooplus Public

    An Extended Benchmarking of Multi-Agent Reinforcement Learning Algorithms in Complex Fully Cooperative Tasks

    Python 53 8

  3. isaac-sim/IsaacLab isaac-sim/IsaacLab Public

    Unified framework for robot learning built on NVIDIA Isaac Sim

    Python 7.1k 3.5k

  4. SEVIN SEVIN Public

    Scalable and Explainable Verification of Image based Neural Network Controllers (ICCPS 2025)

    Python 1

  5. Koopman_Generator Koopman_Generator Public

    MATLAB 3

  6. Autonomous_RailBot Autonomous_RailBot Public

    C++ 1