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oscardegroot authored Oct 14, 2024
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Expand Up @@ -17,11 +17,10 @@ This package implements Model Predictive Control (MPC) for motion planning in 2D
This repository includes our implementation of **Topology-Driven MPC** (**T-MPC++**) that computes multiple distinct trajectories in parallel, each passing dynamic obstacles differently. For a brief overview of the method, see the [Paper website](https://autonomousrobots.nl/paper_websites/topology-driven-mpc).


Simulated Mobile Robot | Real-World Mobile Robot |
| ------------- | ------------- |
| <img src="https://imgur.com/YZNLaww.gif" width="100%"> | <img src="https://imgur.com/861MmhI.gif" width=100%> |
| **Static and Dynamic Obstacles** | |
| <img src="https://imgur.com/QgYDTRq.gif" width="100%"> | |
Simulated Mobile Robot | Real-World Mobile Robot | Static and Dynamic Obstacles |
| -------------- | -------------- | -------------- |
| <img src="https://imgur.com/YZNLaww.gif" width="100%"> | <img src="https://imgur.com/861MmhI.gif" width=100%> | <img src="https://imgur.com/QgYDTRq.gif" width="100%"> |


<!-- - **Safe Horizon Model Predictive Control (SH-MPC)** O. de Groot, L. Ferranti, D. Gavrila, and J. Alonso-Mora, “Scenario-Based Motion Planning with Bounded Probability of Collision.” arXiv, Jul. 03, 2023. [Online]. Available: https://arxiv.org/pdf/2307.01070.pdf
- **Scenario-based Model Predictive Contouring Control (S-MPCC)** O. de Groot, B. Brito, L. Ferranti, D. Gavrila, and J. Alonso-Mora, “Scenario-Based Trajectory Optimization in Uncertain Dynamic Environments,” IEEE RA-L, pp. 5389–5396, 2021. -->
Expand Down Expand Up @@ -328,13 +327,8 @@ Please see the `mpc_planner_jackalsimulator` package for an example of how to cu

Launching this package simulates the Jackal robot in an environment with pedestrians.

<!-- 5EjTmYf.gif -->
<p align="center"><img src="https://imgur.com/61i3M78.gif" width="50%"></p>

`jackalsimulator` | `jackal` |
| ------------- | ------------- |
| <img src="https://imgur.com/61i3M78.gif" width="100%"> | <img src="https://imgur.com/861MmhI.gif" width=100%> |
`rosnavigation` | `autoware` |
| <img src="https://imgur.com/QgYDTRq.gif" width="100%"> | *Pending publication* |

### Custom Modules

Expand All @@ -361,4 +355,4 @@ If you found this repository useful, please cite our paper!


## Contributing
We welcome issues and contributions! If you encounter any bugs, have suggestions for new features, or want to propose improvements, feel free to open an issue or pull request.
We welcome issues and contributions! If you encounter any bugs, have suggestions for new features, or want to propose improvements, feel free to open an issue or pull request.

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