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BIASED-MPPI for Obstacle Avoidance

This is a dockerized project for Biased Model Predictive Path Integral (MPPI) control in PyBullet.

Biased-MPPI has been implemented in JAX-Python for obstacle avoidance.

MPPI algorithm is at workspace/mppi_jax/mppiJax.py

mppi_image

mppi_jackal.mp4

Steps to Reproduce Results

The project is containerized with Docker. To reproduce the results, follow these steps:

  1. Clone the repository.
  2. From the root directory of the repository, update the absolute path in scripts/deploy/base.sh.
  3. Build the Docker image by running the following command:
    ./scripts/build/project_docker.sh

4 . to run the docker image , execute : ./scripts/deploy/devel.sh

5 Once inside the Docker container, navigate to /root/workspace/src and run python3 main.py

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