README

C-AVDI

Features

• Accompanying code for C-AVDI: Compressive Measurement-Based Acoustic Vehicle Detection and Identification.
• The "modified_emlearn" code is a modified version of the emlearn library developed by Jon Nordby and available here. (Licensed under the MIT License)

Instructions

• Main implementation is in "main_c_avdi.py".
• Place vehicle sounds (available for download here) in the VehicleSounds folder and accompanying subfolders.
• For the MCU implementation in "mcu_c_avdi.py", the generated files "lab_Gx.txt" and "c_mea_Gx.txt" need to be loaded onto the microcontroller (via SD card for example), and the corresponding "classifier_to_test_Gx.h" needs to be loaded onto the MCU, along with the rest of the .h and .ino files (or .c files depending on MCU/board). You also need the "eml_trees.h" file from the "modified_emlearn" folder.

Citations

• If you use any of the code or data made available on this page in any academic or professional publications, please reference with:

@ARTICLE{9632588,  
author={Dawton, Billy and Ishida, Shigemi and Arakawa, Yutaka},  
journal={IEEE Access},   
title={C-AVDI: Compressive Measurement-Based Acoustic Vehicle Detection and Identification},   
year={2021},  
volume={9},  
number={},  
pages={159457-159474},  
doi={10.1109/ACCESS.2021.3132061}}
}

License

• BSD 3-Clause "New" or "Revised" License