Sleep pattern and posture recognition have become of great interest for a diverse range clinical applications. Autonomous constant monitoring sleep postures provides useful information reducing the health risk. Prevailing systems are designed based on electrocardiograms, cameras, pressure sensors, which not only expensive but also intrusive in nature, uncomfortable to use. We propose an unobtru...