Towards CyberSHM: autonomous acousto-ultrasonic health monitoring of operational composite structures

Lead Research Organisation: Cardiff University
Department Name: Sch of Engineering

Abstract

Continuous monitoring of in-service safety-critical structures for real-time assessment of their operational health is receiving significant attention and is a highly topical area of research. This is can be attributed, among others, to the following two factors.
i) The rapid evolution of next-generation complex composite structures and their ubiquitous use as lightweight structures in several industries ranging from aerospace to offshore/onshore energy infrastructure, automotive and nuclear industry.
ii) The significant advancement of automation within a data-rich environment and the immense appetite of industries to leverage its benefits for transforming their traditional, often interventionist, practices.

Significant research investment into next-generation complex composite structures (such as the ongoing EPSRC grant EP/T011653/1) and their rapid uptake in industrial usage has brought to the fore concerns and challenges around monitoring of these structures. Investigations into the susceptibility of these structures to subtle, barely visible damages (like hidden debonding, fibre/matrix-cracking) reveal that the latter can significantly jeopardize the structural integrity and can lead to catastrophic failures. The recent multiple catastrophic accidents in the passenger flights involving aeroplanes manufactured by the world's erstwhile largest planemaker has rightly enhanced the scrutiny on the safety, serviceability and suitability of such structures for public use. This is coupled with objectives for employing greener and sustainable structures (to meet the global emissions target as pledged in the Paris Climate Agreement 2016) and reducing operational costs associated with their inspection and maintenance without compromising on safety.

Concurrently, with a paradigmatic shift towards industrial internet of things within Industry4.0 with ubiquitous, pervasive computing coupled with advanced sensing and communication technologies, it has become a necessity to develop structural health monitoring (SHM) solutions of safety-critical engineering structures which are abreast of, can reap the benefits of and are able to fit seamlessly into this intelligent, data-rich environment of automation.

The proposal is aimed at fundamental scientific investigation into and the technological implementation of monitoring of lightweight composite structures to bridge the gap between the conceived futuristic vision of SHM and the existing interventionist practices of evaluating structural health. The objective of this project is to address the challenge of real-time acousto-ultrasonic monitoring (akin to "listening for damages" and/or changes in structural response) and online damage identification of operational structures using a multi-pronged approach with the key components being -
a) physics-driven underlying model or digital equivalent of structural ultrasonic waveguides behaviour under various operational/ambient conditions,
b) the extraction, synchronization and utilization of structural acoustic fingerprints of damage events (such as tool drop, delamination, cracks) as collected by the onboard sensory network for data-driven training and classification of damage events and
c) a real-time damage identification toolbox (identifying the location, type and severity) which is both data-driven (in-situ sensor data) and model-informed (physics-based understanding of structural waveguides) to give quantified metrics of incipient damage along with their estimated confidence.

The project takes the novel approach of assimilating physics-based characterization structural acoustic characteristics with data from hybrid passive-active acousto-ultrasonic monitoring and interrogation of the monitored structures for a cyberphysical monitoring or CyberSHM of in-service structures.

Publications

10 25 50
 
Description Knowledge Transfer Partnerships
Amount £279,943 (GBP)
Funding ID KTP012935 
Organisation Innovate UK 
Sector Public
Country United Kingdom
Start 09/2021 
End 08/2024
 
Description SmartExpertise
Amount £111,884 (GBP)
Funding ID 82504 
Organisation Government of Wales 
Sector Public
Country United Kingdom
Start 01/2022 
End 12/2022
 
Description Wales-Quebec joint call for proposals
Amount £4,300 (GBP)
Funding ID RES40869 
Organisation Government of Wales 
Sector Public
Country United Kingdom
Start 11/2021 
End 03/2023
 
Title A Deep Learning Model For Autonomous Damage Identification/Classification in Composites 
Description A Deep Learning Model is developed for autonomous damage (e.g., acoustic emission source, breathing debond) Identification/Classification in Composites 
Type Of Material Improvements to research infrastructure 
Year Produced 2023 
Provided To Others? No  
Impact A Deep Learning Model is developed for autonomous damage (e.g., acoustic emission source, breathing debond) Identification/Classification in Composites 
 
Title Edge-computing based SHM & NDE Setup 
Description Developing an Edge-computing based Structural Health Monitoring Setup for robust and real-time monitoring of aerospace composites using Acoustic Emission and Guided Wave propagation 
Type Of Material Improvements to research infrastructure 
Year Produced 2023 
Provided To Others? No  
Impact The Structural Health Monitoring Setup will provide robust and real-time monitoring of aerospace composites 
 
Title Semi-analytical Guided Wave Dispersion Model for Damaged Composites 
Description Developed a robust Semi-analytical Guided Wave Dispersion Model for Damaged Composites 
Type Of Material Improvements to research infrastructure 
Year Produced 2022 
Provided To Others? No  
Impact A robust Semi-analytical Guided Wave Dispersion Model is developed for healthy and damaged Composites 
 
Description Collaboration with Airbus 
Organisation Airbus Group
Department Airbus Operations
Country United Kingdom 
Sector Private 
PI Contribution Airbus has participated in joint research meetings and has provided input by steering the direction of the project and providing industrially relevant ideas for the project.
Collaborator Contribution Airbus has participated in a research seminars for discussing the CyberSHM research plan and collaboration paths with the project partners. They are providing in-kind input to the project by steering the research output into industrially relevant outcomes.
Impact Presentations have delivered from both sides (Cardiff & Airbus) for discussing the possible collaboration paths
Start Year 2022
 
Description Collaboration with Mistras 
Organisation Airbus Group
Department Airbus Operations
Country United Kingdom 
Sector Private 
PI Contribution A close collaboration is being undertaken with Mistras in this CyberSHM project. Mistras is actively involved in sharing knowledge about structural health monitoring trends and requirements from an industry perspective.
Collaborator Contribution Mistras is providing samples of decommissioned wind turbine blade sections which are being used in the research project. The blade sections will be tested for the performance of the CyberSHM toolboxes being developed in the project. Mistras being a leader in the field of SHM is providing inputs on the sensor hardware suitable for field testing. Their contribution to the project is in-kind and they participate in research steering committee meetings.
Impact The collboration with Mistras has resulted in 1 journal article published in Composite Structures. The data collected for this paper were done with the instrumentation supplied by Mistras and used for the CyberSHM toolbox performance testing.
Start Year 2022
 
Description Collaboration with Mistras 
Organisation Mistras Group Ltd
Country United Kingdom 
Sector Private 
PI Contribution A close collaboration is being undertaken with Mistras in this CyberSHM project. Mistras is actively involved in sharing knowledge about structural health monitoring trends and requirements from an industry perspective.
Collaborator Contribution Mistras is providing samples of decommissioned wind turbine blade sections which are being used in the research project. The blade sections will be tested for the performance of the CyberSHM toolboxes being developed in the project. Mistras being a leader in the field of SHM is providing inputs on the sensor hardware suitable for field testing. Their contribution to the project is in-kind and they participate in research steering committee meetings.
Impact The collboration with Mistras has resulted in 1 journal article published in Composite Structures. The data collected for this paper were done with the instrumentation supplied by Mistras and used for the CyberSHM toolbox performance testing.
Start Year 2022
 
Description Collaboration with Mistras 
Organisation Stanford University
Country United States 
Sector Academic/University 
PI Contribution A close collaboration is being undertaken with Mistras in this CyberSHM project. Mistras is actively involved in sharing knowledge about structural health monitoring trends and requirements from an industry perspective.
Collaborator Contribution Mistras is providing samples of decommissioned wind turbine blade sections which are being used in the research project. The blade sections will be tested for the performance of the CyberSHM toolboxes being developed in the project. Mistras being a leader in the field of SHM is providing inputs on the sensor hardware suitable for field testing. Their contribution to the project is in-kind and they participate in research steering committee meetings.
Impact The collboration with Mistras has resulted in 1 journal article published in Composite Structures. The data collected for this paper were done with the instrumentation supplied by Mistras and used for the CyberSHM toolbox performance testing.
Start Year 2022
 
Description Collaboration with Mistras 
Organisation University of Sherbrooke
Country Canada 
Sector Academic/University 
PI Contribution A close collaboration is being undertaken with Mistras in this CyberSHM project. Mistras is actively involved in sharing knowledge about structural health monitoring trends and requirements from an industry perspective.
Collaborator Contribution Mistras is providing samples of decommissioned wind turbine blade sections which are being used in the research project. The blade sections will be tested for the performance of the CyberSHM toolboxes being developed in the project. Mistras being a leader in the field of SHM is providing inputs on the sensor hardware suitable for field testing. Their contribution to the project is in-kind and they participate in research steering committee meetings.
Impact The collboration with Mistras has resulted in 1 journal article published in Composite Structures. The data collected for this paper were done with the instrumentation supplied by Mistras and used for the CyberSHM toolbox performance testing.
Start Year 2022
 
Description Collaboration with Polish Academy of Sciences - IMP PAN 
Organisation Institute of Fluid Flow Machinery
Country Poland 
Sector Public 
PI Contribution We have started a structured collaboration with Prof Wieslaw Ostachowicz and his research team in the Mechanics of Intelligent Structures Department at the Polish Academy of Sciences - IMP PAN, Gdansk, Poland. Through this collaboration, we planned research visits to conduct some specific experiments at IMP PAN using their state of the art environmental chamber, FBG-systems and ultrasonic interrogator. The collaboration is academic in nature and the group is making in-kind contribution to the project.
Collaborator Contribution The academic partnership has been very fruitful for the project to exchange knowledge. Prof Ostachowicz group has collaborated with us for exploring new sensor technologies for CyberSHM. The collaboration has produced joint journal publication in Composite Structures, Conference publication , Conference Presentations, Organised Special Session in the EWSHM 2022
Impact • The collaboration has resulted in 2 journal publications • Organised Special Session in the EWSHM 2022. EWSHM is amongst the largest structural health monitoring conferences in Europe and our team in collaboration with Prof Ostachowicz organised the largest special session in this conference - "Machine learning and modelling in structural health monitoring" • submitted extended abstract for the IWSHM conference 2023 to take place in Stanford University.
Start Year 2021
 
Description Collaboration with Stanford University 
Organisation Stanford University
Country United States 
Sector Academic/University 
PI Contribution We are exploring opportunities for collaboration with Stanford University's Prof F K Chang's research group for collaborative work on SHM in structures under environmentally extreme conditions which has applications in aerospace and renewable sector. The collaboration is academic in nature. We would be participating in the IWSHM 2023 conference organised by Prof FK Chang's group and would deliver talks at the host university.
Collaborator Contribution Towards developing a structured research collaboration, we will be attending the IWSHM 2023 conference organized by Prof F.K. Chang and his team at the University of Stanford and discussing the possible joint research activities. The collaborative work is scheduled to be undertaken towards the latter half of the project.
Impact Submitted an abstract to the IWSHM 2023, will participate in the IWSHM 2023 conference and discuss the possible research collaborations with Stanford
Start Year 2023
 
Description Public Engagement - Grange Careers & Role Model Week 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact Demonstrated the Mechanical Engineering research activities, 'Sound & Bridges' and Inspired school children in Engineering Education
Year(s) Of Engagement Activity 2022
 
Description Public Engagement Event - Museum After Dark, Cardiff 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Schools
Results and Impact Demonstrated the CyberSHM team research activities, 'Sound & Structures' with hands-on experiments to 200+ school children and other general public.
Year(s) Of Engagement Activity 2023