selfscan€¦ · lrut transducer selection & fatigue experiment 4. evaluation of the use of...
TRANSCRIPT
Copyright © TWI Ltd 2012
SelfScan Neural Net based defect detection system using Long
Range Ultrasonic Testing (LRUT) technology for
Aircraft Structure Health Monitoring
1 February 2010 - 30 April 2012
FP7: Research for the benefit of SMEs
Project Leader: Kamer Tuncbilek LRU Section -TWI
Cambridge, UK
19/04/2012
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
Agenda
13.00 hours
1. Welcome and Introduction: How the SelfScan journey started
2. The application scenarios and expected benefits due to the use of Long-Range Ultrasound Techniques (LRUT) in maintenance operations
3. LRUT transducer selection & fatigue experiment
4. Evaluation of the use of neural network systems to classify complex signals for the automatic diagnosis of defect presence
4. Open discussions and feedback
16.00 hours Meeting Close
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
About myself..
• Education
– BSc in Industrial Engineering
– MA in Business Administration
– MPhil in Industrial Systems, Manufacture and
Management / University of Cambridge
• At TWI
– Senior Project Leader at LRU - Managing several EU
funded R4S projects
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
About TWI
• Membership-Based
• Non profit distributing
• 60 years track record
• Around 800 staff
• £60M turnover
• International & UK regional centers
• Specialised in
– Materials joining, coating,
processing
– Performance & life
management
– NDT
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
About SelfScan
• Neural Net based defect detection system using Long Range Ultrasonic Testing (LRUT) technology for Aircraft Structure Health Monitoring
• Partly funded by the FP7 programme (Research for the benefit of SMEs) over two years
• 7 partners (2 RTDs, 4 SMEs, 1 LE) from 6 countries across the Europe
• Project manager: Kamer Tuncbilek - TWI Ltd
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
SelfScan Project Consortium
SMEs
RTD Performers
End Users
Optel (Poland) TWI (UK)
Cereteh (Greece)
NDT Expert
(France)
Phillips
Consultants
(UK)
Isotest
Engineering s.r.l
(Italy)
Smart Material
GmbH
(Germany)
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
Project Overview How? Why? What?
www.selfscanproject.eu/
Copyright © TWI Ltd 2012
Market need
Fact 1: Air travel is
arguably the safest
mode of travel
Fact 2: But when
something goes wrong,
it goes horribly wrong
Fact 3: Failure due to
undetected defects is
still a big problem for the
aerospace industry
Source: New scientist
www.selfscanproject.eu/
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
Market need
• Need for the development of NDT technologies for
monitoring aircraft structures
• Present technologies are limited by their coverage
• Need for distributed sensors to improve the
coverage area as well as continuous monitoring
• An aircraft structure deals with high stresses
– Wind
– Temperature
– Pressure etc.
www.selfscanproject.eu/
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
Causes of Air Crashes
www.selfscanproject.eu/
22%
Pilot Error
Other Human Error
Weather
Mechanical Failure
Sabotage
Other Cause
PlaneCrashInfo.com database
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
To Improve Air Travel Reliability..
• Set up a structural safety system
Design
Manufacture
Maintenance
Inspection
Repair
Health Monitoring
Damage Detection
Structural
safety
www.selfscanproject.eu/
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
SHM..
Structural health monitoring (SHM) needs to:
• Allow continuous monitoring
• Reduce the time for inspections
• Reduce the time for repeated dismantling
• Reduce the costs associated with those
two above
www.selfscanproject.eu/
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
• Continuous health monitoring and non-
destructive assessment of aircraft
structures
Long Range Ultrasonics + Neural Networks
•Structure monitoring
•Defect detection
•Signal analysis
SelfScan
www.selfscanproject.eu/
How
?
Wh
y?
Wh
at?
Copyright © TWI Ltd 2012
Project Technical Objectives
• Develop advanced NDT
technique – Long Range Ultrasonics (LRUT)
• Advanced signal processing – Neural Networks
• Final trials – Laboratory experiments on
representative structures
www.selfscanproject.eu/
Sound propagating in one of the
critical components in an aircraft
Transducer
location
Complex
reflections
Wh
y?
Wh
at?
H
ow
?
Copyright © TWI Ltd 2012
SelfScan system offer:
• Novel structural health monitoring system
especially for inaccessible areas
• Rapid screening of structure for in-service defect
detection
• High defect detection sensitivity
• Reduction in costs of gaining access to
inaccessible areas for inspection
• Full coverage of airframe structures with minimum
number of transducers
www.selfscanproject.eu/
Wh
y?
Wh
at?
H
ow
?
Copyright © TWI Ltd 2012
For more information please visit
www.selfscanproject.eu/
or contact
Kamer Tuncbilek on [email protected]
Thank you for your attention