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Sensor Fusion ND: Unscented Kalman Filter

Highway Project

In this Udacity project you will implement an Unscented Kalman Filter (UKF) to estimate the state of multiple cars on a highway using noisy lidar and radar measurements.

For further details see Udacitys README.md.

Build Instructions

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

Report

For a detailed analysis of the filter output have a look at the Jupyter Notebook ukf_analysis.ipynb.

The following map is generated,

and the Normalized Innovation Squared (NIS) is computed to check the consistency of the selected process noise parameters.

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  • C++ 98.4%
  • C 1.4%
  • CMake 0.2%