41 lines
827 B
Markdown
41 lines
827 B
Markdown
# mpc_python
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Python implementation of mpc controller for path tracking.
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## About
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The MPC is a model predictive path following controller which does follow a predefined reference path Xref and Yref by solving an optimization problem. The resulting optimization problem is shown in the following equation:
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The vehicle dynamics are described by the differential drive model:
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The state variables of the model are:
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* $x$ coordinate of the robot
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* $y$ coordinate of the robot
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* $\theta$ heading of the robot
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The inputs of the model are:
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* $v$ linear velocity of the robot
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* $w$ angular velocity of the robot
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## Demo
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To run the demo:
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```bash
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python3 mpc_demo/main.py
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```
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## Requirements
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```bash
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pip3 install --user --requirement requirements.txt
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```
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