Real-time diagnosis of damage to car windshields

Challenge

Based on the acoustic signals recorded by several sensors integrated into the windshield of a vehicle, determine the location of potential impacts and whether they have caused damage requiring repair.

Resolution

After applying advanced techniques of feature engineering, the form of the detected acoustic signal and other characteristics are used to train a machine learning algorithm. The algorithm aims at predicting glass breaking (or not), with satisfactory precision level on the economic side.

Techno

Python/SciPy/scikit-learn/TensorFlow/Keras

This project is a real challenge calling for vast knowledge in data science as well as in material physics or signal processing.

Real-time diagnosis of damage to car windshields

Challenge

Resolution

Techno

Data Scientist

Louvain-la-Neuve or Brussels

Project Manager

Louvain-la-Neuve or Brussels