HEALTHSONAR project is aiming to develop a device based on ultra-low energy radio (UWB) technology to monitor sleep, gate and main indoor activity including falls. All those aspects of daily life are very crucial for the Quality of Life of several group of people including elders, patients with sleep disorders, patients with Parkinson, Multiple sclerosis and other movement disorders. The device is able to monitor both “low” (thorax and abdomen motion for heart rate and respiration) and “high” (walking) motion based on different transmission settings. The device works as an IoT device transmitting the data directly to the HEALTHSONAR cloud application where personalized machine learning methods are used to analyses user’s sleep phases and disorders. It can also be connected to the HEALTHSONAR mobile app to transmit data in real time for monitoring physiological signals such as respiration and heart rate, gait or activity measures, providing feedback to users.