Skip to content

karthikeyaparunandi/D2C-2.0

Repository files navigation

copyright @ Karthikeya S Parunandi

Decoupled Data-Based Approach for Learning to Control Nonlinear Systems using Model free DDP - D2C-2.0

This repository is an implementation of model free DDP using MuJoCo simulator.

Working systems:

  • Inverted Pendulum
  • Cartpole
  • Acrobot
  • 3-link swimmer
  • 6-link swimmer
  • Fish

Libraries needed:

  • numpy-1.14.5
  • mujoco_py
  • json

Simulator:

  • Mujoco
  • Some models from Deepmind's control suite

Main files:

  • model_free_DDP.py (model free DDP/ILQR)
  • ltv_sys_id.py (for system identification)

About

This repository is an implementation of model free DDP/ILQR integrated with MuJoCo simulator

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages