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carnd-extendedkalmanfilter's Introduction

CarND-ExtendedKalmanFilter

Udacity - Term2 - Project 1

Overview

This project consists of C++ implentation of Extended Kalam Filter as part of Udacity Self-Driving Car Nanodegree - Extended Kalman Filter project (Term2). Based on LIDAR and RADAR data as input, we use EKF to Predict and Update Position and Velocity information of the Car. A simulator is provided to test on two different Data Sets. Communication between simulator and EKF is done using WebSocket.

Prerquisites

  • cmake >= 3.5
  • make >= 4.1
  • gcc/g++ >= 5.4
  • Udacity's simulator

For detailed instructions on how to install ref: https://github.com/udacity/CarND-Extended-Kalman-Filter-Project

Compiling and executing the project

  • Clone the repo and cd to the project using Ubuntu Terminal
  • cd to build
  • Run 'cmake ..." and "make" commands
  • Above commands will create "ExtendedKF" executable

Testing

  • From build directory, execute .'/ExtendedKF'. Output should be:
Listening to port 4567
Connected!!!
  • Once you see above output, on simulator select "Dataset 1/2" and press "start" button.
  • You should see RMSE value on right side on the Simulator window

Accuracy

  • As stated RMSE value (px, py, vx and vy) should be <= [.11, .11, 0.52, 0.52]

Output

  • DataSet1 = [0.09, 0.08, 0.45, 0.43]
  • DataSet2 = [0.07, 0.09, 0.42, 0.49]

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