AI-Enabled Acoustic Emission System for Industrial Condition Monitoring

This research project focuses on the development of an advanced AI-driven system specialised in interpreting Acoustic Emission (AE) data, which aims to facilitate real-time monitoring of critical industrial components, such as electric vehicle batteries and hydrogen fuel cells. AE sensors, operational within a frequency range of several MHz, have the capacity to capture stress waves emanating from materials undergoing deformation. By deploying an array of AE sensors, the system excels in accurately identifying and quantifying micro-mechanical activities occurring within a structure. The primary aim of this PhD project is to establish an intelligent monitoring system that leverages AE data analysis to enhance the operational reliability and performance of vital industrial systems. Utilising advanced AI algorithms, the system is engineered to deliver real-time insights into the operational health and integrity of components such as electric vehicle batteries and hydrogen fuel cells. Expected outcomes of this research include real-time insights into the health and performance of monitored components, proactive identification and mitigation of potential issues, leading to enhanced operational reliability and extended longevity of critical industrial systems. The successful PhD researcher will be an integral part of the Risk and Reliability and the Electric Vehicles and Advanced Propulsion research groups. They will have access to cutting-edge resources, including advanced battery and fuel cell test facilities, a dedicated AE system, and a specialised AI workstation. This project offers an excellent opportunity for a forward-thinking individual to actively engage in the innovative field of intelligent system monitoring through acoustic emissions. 94% of Loughborough’s research impact is rated world-leading or internationally excellent. REF 2021

The standard University IELTS English language requirement is 6.5 overall with 6.0 in each individual element (reading, writing, listening and speaking).

International students: £28,600

UK students: £5,006

UK/Home: £5,006

International: £28,600

January 2026, April 2026, July 2026

30 September 2026

• Loughborough, United Kingdom