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carnd-pid-control-project's Introduction

CarND-Controls-PID

Self-Driving Car Engineer Nanodegree Program


Dependencies

Fellow students have put together a guide to Windows set-up for the project here if the environment you have set up for the Sensor Fusion projects does not work for this project. There's also an experimental patch for windows in this PR.

Basic Build Instructions

  1. Clone this repo.
  2. Make a build directory: mkdir build && cd build
  3. Compile: cmake .. && make
  4. Run it: ./pid.

Tips for setting up your environment can be found here

P, I, D components

P Component

The Proportional(P) compoment of the controller is responsible to bring back the car towards it's target lateral center.

P Controller

I Component

The Integral(I) compoment of the controller is responsible for compensating for systematic bias that might be inherent to the car's behavior.

PI Controller

D Component

The Derivative(D) compoment of the controller is responsible for minimizing oscillations (ping-pong) and prevent the car to overshoot from its target lateral center when it is recovering.

PID Controller

Hyperparameters

The hyperparameters were chosen manually although this repo includes an partial implementation of Twiddle.

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