Improving Gaussian Processes Based Mapping of Wireless Signals Using Path Loss Models

Code (Python 2 implementation)

Description of all files and requirements to run all implementations provided in this page. [txt]

Main code [zip]

Datasets

Raw as well as processed datasets of wireless signals strengths collected - procesed data saved as python dictionaries.

  1. Raw dataset [zip]
  2. Procesed dataset [zip]

Processed models

Optimized GP-based models using datasets [zip]

Notebooks

Jupyter iphyton notebooks explaining the usage of the libraries [ipynb]

Video

Video showing the performance of the proposed wireless localization algorithm when plugged as the perceptual likelihood of a dual Monte Carlo Localization algorithm [mp4]