Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog
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Updated
May 2, 2023 - Python
Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog
A £20 open-source rotary inverted pendulum that balances itself with a 689-parameter neural network running standalone on an Arduino Nano.
PyDiffGame is a Python implementation of a Nash Equilibrium solution to Differential Games, based on a reduction of Game Hamilton-Bellman-Jacobi (GHJB) equations to Game Algebraic and Differential Riccati equations, associated with Multi-Objective Dynamical Control Systems
Software for controlling and analysing T-Bots (Balancing robots)
Simulates the dynamics of a Reaction Wheel Inverted Pendulum with python.
IsaacGym envs for a two wheeled inverted pendulum robot (TWIP) and a flywheel inverted pendulum robot
An inverted pendulum control theory project
Inverted Pendulum in python with pybox2d. Fuzzy and PID simulation included.
Developing a ROS-Package of a linear inverted pendulum with N-Links along with a controller and create Tutorials for the same.
PAW: open-source, low-cost wheel-legged self-balancing robot. STM32 100 Hz cascaded balance control, 5-bar legs on Dynamixel AX-12, FlySky RC, wireless tuning GUI. A cheap testbed for control and sim-to-real RL research.
Modified OpenAI gym environments for continuous control of underactuated systems
Cart-Pole system control using Linear Quadratic Regulator (LQR)
used fuzzy logic to solve inverted pendulum problem
Comparative study of 15+ control strategies (LQR, MPC, H-infinity, SMC, backstepping, NDI, LPV, adaptive, predictive) for a two-wheeled inverted pendulum — derived in MATLAB, validated in a MuJoCo simulation, each tuned by genetic-algorithm optimization.
Self-balancing robot simulation comparing raw sensors vs. Kalman/complementary filtering, with a live interactive demo, Cortex-M C port, and a 600s robustness study.
Nonlinear MPC for a double inverted pendulum (TU Berlin MPC course project).
A simulation of an inverted pendulum robot, made in Python
ROS2 Humble simulation of an inverted pendulum featuring dynamic modeling, state-space representation and optimal LQR control.
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