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theriverroars/README.md

Hi, I'm Ganga Nair πŸ‘‹

Robotics researcher and engineer working at the intersection of reinforcement learning, optimal control, and legged robotics.

Visitors Open to Work Research

πŸŽ“ M.Tech in Robotics, IISc Bangalore
πŸ€– Visiting Researcher at Kyoto University (LOTUS Program)
πŸ”Ž Currently looking for opportunities in robotics research, controls, and learning for autonomous systems

Currently Working On

  • Morphology independent quadruped locomotion framework using CPGs + Bayesian Optimization
  • Generative dynamics models for contact-rich robot control
  • Learning-enabled model predictive control for gait adaptation in legged robots

Research Interests

  • Reinforcement Learning for Robotics
  • Optimal & Model Predictive Control
  • Legged Locomotion
  • Physics-Informed Learning
  • Generative Dynamics Models

Selected Projects

Real-time Gait Adaptation using RL + MPC

Adaptive quadruped locomotion using MPPI and learned gait optimization.
πŸ”— Project Website: https://sites.google.com/iisc.ac.in/autogait/home
πŸ“„ Paper: https://arxiv.org/abs/2510.20706

STRIDE β€” Structured Dynamics via Flow Matching

Physics-guided stochastic dynamics model for contact-rich robotic systems.
πŸ”— Website: https://prakrutk.github.io/STRIDE/
πŸ“„ Paper: https://arxiv.org/abs/2603.08478

CPG-Based Quadruped Locomotion

Morphology-aware optimization of rhythmic locomotion controllers (ongoing)

Featured Repositories

Connect

🌐 Website: https://theriverroars.github.io/ganganairb.github.io
πŸ“š Google Scholar: https://scholar.google.com/citations?user=oRh8FrgAAAAJ&hl=en
πŸ’Ό LinkedIn: https://www.linkedin.com/in/ganga-nair-8b9014186/
πŸ“« Email: ganga.nair.biju@gmail.com


"Building learning-enabled control systems for real robots."

Pinned Loading

  1. Building-safety-ML Building-safety-ML Public

    Computer vision prohect to identify unsafe buildings through ML

    Jupyter Notebook

  2. iLQR_NN_for_Gym iLQR_NN_for_Gym Public

    Python 1

  3. SLAM SLAM Public

    Report and videos of SLAM Implementation

  4. Leader_follower_turtlebots Leader_follower_turtlebots Public

    Leader follower system for multiple turtlebots with ROS2 and Gazebo.

  5. Swarm_project Swarm_project Public

    Python

  6. cpg-rl cpg-rl Public

    Python