Cabin-sound innovation program
Six interdependent workstreams targeting lower cabin sound at substantially lower acoustic-treatment weight, including physical concepts, measurement programs and a cabin-sound simulation tool.
Real-time monitoring of ultrasonic metal welding
Laser-vibration measurements, real-time signal processing, process-stage detection, statistical strength estimation, simulation and equivalent mechanical modeling.
Applied AI & machine learning for weld quality
One experimental campaign, two signal-processing approaches: wavelet packet features with neural networks, SVMs and LDA for quality classification, and robust regression for continuous strength estimation.
Five-year ultrasonic welding research program
About 20 connected projects across simulation, thermal effects, sensing, signal processing, statistics, supervised learning and system identification.
Young Acousticians Network
Stakeholder discovery and strategy that turned a two-person volunteer group into a coordination hub for a fragmented European ecosystem.
Startup experimentation and growth
Built the business from zero, tested around 30 customer segments and owned product, marketing, operations and commercial strategy.