This document describes a measurement system for measuring stress distribution in concrete using ultrasound sensors. The system includes acoustic-elastic sensors that can be easily installed on structures by gluing. The sensors are connected to a transmitter unit that can measure temperature, sensor ID, and stress levels at a high rate. Data is output in real-time and can be connected to networks or cloud-based systems. The system is being used to monitor stress under bridge bearings for load distribution and structural health monitoring applications. Results show static load distributions mapped under various bearings.