In the framework of the MIBISOC EU FP7 project Henesis developed a wireless body area network (WBAN) for human motion capture. Proprietary patented predictive Machine Learning algorithms for spatial-temporal analysis of time series were ported to an ARM processor and run in real time. The Yoga Sun Salutation sequence was chosen as prototypical exercise.
A single node of our network was able to
- learn the sequence of poses and transitions,
- generalise on unknown persons,
- judge the correctness and quality of performance in real time.
This is the core of THERSEO, soon available from Henesis to athletes and motor rehabilitation patients worldwide.