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Intelligent process monitoring and control:
Two industrial applications
Nikos Pantelelis, Synthesites Innovative Technologies, np@synthesites.com
Paolo Ballocchi, Bombardier Belfast, paolo.ballocchi@aero.bombardier.com
Wolfgang Wenger, Bombardier Belfast, wolfgang.wenger@aero.bombardier.com
Anders Brødsjø, Airborne Technology Centre, a.brodsjo@airborne.nl
Joep Breuer, Airborne Technology Centre, j.breuer@airborne.nl
1
INTERNATIONAL CONFERENCE ON MANUFACTURING OF
ADVANCED COMPOSITES (ICMAC 2015),
24-25 June 2015, Bristol, UK
THE R&D
PROJECT
2
ECOMISE Project
Enabling Next Generation COmposite Manufacturing by In-Situ
Structural Evaluation and Process Adjustment
Objective
A breakthrough composite manufacturing system is being developed comprising probabilistic process prediction,
online process monitoring, in-situ structural evaluation and in-situ process adjustment. By means of industrial
applications the focus is laid upon preforming processes such as pick & place and dry fibre placement, as well as
subsequent infusion and curing processes such as Resin Transfer Infusion (RTI) and Resin Transfer Moulding (RTM).
Partners
Industrial Demonstrators
• Aerospace (Bombardier)
• Automotive (Hutchinson)
• Marine (Airborne)
ICMAC 2015, 24 June 2015, Bristol, UK
www.ecomise.eu
Intelligent automation in
composites moulding
Composite part
In-mould Sensors
Inline Sensors
Monitoring
Systems
Mould
3
Injection
machine
Temperature
controller(s)
Control
Actions
DAQ +
Control
PROJECT CONCEPT:
INTELLIGENT MOULDING
• Introduce new flow and cure sensors for minimum flow disturbance
• Advance the monitoring systems for improved process monitoring
• Advance the intelligence of the DAQ system to provide valuable information e.g.
Tg.
• Develop a control system that will get the feedback from the sensors and provide
real-time or offline optimised control actions
• Introduce an outer identification loop in the simulation task to adjust
automatically specific process parameters in order to minimise the deviation
between simulations and measurements
• Apply all the above to three industrial-oriented typical applications
• Advance the concept for industrial applications
4
ICMAC 2015, 24 June 2015, Bristol, UK
Process monitoring
and simulations
OptiMold system for monitoring resin cure, resin viscosity, mixing ratio quality and
resin quality
OptiFlow system for optimising mould filling, process automation and simple
process control
OptiSensors (durable/ disposable, flexible, outlet, custom)
Real-time calculation of Tg/ degree of cure/ viscosity/ resin quality
Simulations, Automation, Design and Prototyping solutions
5
ICMAC 2015, 24 June 2015, Bristol, UK
Optimold:
Cure, viscosity and resin
quality check
Characteristics
• Non-intrusive (it depends)
• Range of sensors
• Good Repeatability
• Fast Acquisition
• Compact design
• Wireless
• Quality and Process control
Real-time measuring of
• Resin’s electrical resistance (from 0.1 MOhm up to 50 TOhm) and
• temperature (0.1oC accuracy)
6
ICMAC 2015, 24 June 2015, Bristol, UK
Cure and Viscosity
Sensors
Inline sensorDurable
sensor
process monitoring sensor = electrical resistance + RTD sensors
Pot sensor
High Temp RTM
• Resin arrival
• Viscosity rise
• Gelation
• End-of-cure
• Avoid pipe cleaning
• Adjust cycle
• Mixing ratio check
• Mixing ratio
• Resin Quality
• Resin aging
• Adjust cycle
VI and RT cure
• Resin arrival
• Viscosity rise
• Gelation
• End-of-cure
Flexible
sensor
7
ICMAC 2015, 24 June 2015, Bristol, UK
OptiFlow: Resin arrival
and temperature
 4 temperature and resin arrival sensors
 Electrical resistance-based measurements and RTD
temperature sensing
 Continuous connection checking
 One relay output for process automation
8
ICMAC 2015, 24 June 2015, Bristol, UK
Resin arrival and
temperature sensors
In-mould
Durable
• flat areas
• possible mark
• Curved surfaces
• In the laminate for development
• Over the peel-ply
• Suitable for very long parts
• no extra protection for Carbon
Fibre Preforms
Flexible
disposable
Gate
sensor
• ideal for vacuum
infusion in oven/
autoclave (gates,
pipelines, pots etc.)
9
FloWire
sensors
ICMAC 2015, 24 June 2015, Bristol, UK
Optiview:
DAQ software
OptiView software for both
Optimold and OptiFlow systems
10
ICMAC 2015, 24 June 2015, Bristol, UK
11
Flow sensing
New sensors developed and tested
• Carbon fibre sensor (for glassfibre preforms)
CF or wire sensors can be used as lineal flow sensors and cure
sensors when used with Optimold cure monitoring system
• Very thin wires (>0.2 mm) (for carbon fibre preforms)
In combination with Optiflow system
• New durable sensor for direct contact with CF
Without the need of glass-fibre protection
ICMAC 2015, 24 June 2015, Bristol, UK
12
Resin Flow sensing
New Resin Arrival sensors
New disposable and, practically, non-intrusive sensors
• Carbon Fibre Strands + metal tool
Metal
Tool
Glass Fibre
preform
CF
sensor Resin
drop
ICMAC 2015, 24 June 2015, Bristol, UK
Cure
sensor
Wire tips at
different locations
Thin wires (0.2-0.3 mm)
Carbon-fibre-proof
Bombardier test case
Process monitoring
system
ICMAC 2015, 24 June 2015, Bristol, UK
13
Outside the autoclave Inside the autoclave
2 Cure
sensors
4 Flow
sensors
Bombardier Test case
1st trial
ICMAC 2015, 24 June 2015, Bristol, UK
14
Bombardier Test case
2nd trial
ICMAC 2015, 24 June 2015, Bristol, UK
15
21
3
4
1: Very slow resin
arrival;
2: pressure applied;
3: pressure released;
4: pressure re-applied
Bombardier Test case
Resistance and Tg
prediction
Cycom 890: Correlation between resistance and Tg real-time prediction
16
Airborne Test case
Test Mould for thick parts
ICMAC 2015, 24 June 2015, Bristol, UK
17
In-mould sensor with
mould adaptor
Airborne Test case
(1st part produced)
ICMAC 2015, 24 June 2015, Bristol, UK
18
Cavity dimensions
Length and width at the Bottom mould: 700 x 200 mm
Length and width at the Top mould: 750 x 250 mm (draft angle of 15°)
Thickness: 100 mm
Total internal volume is 16 litres (approx.).
Airborne Test case
Trials set-up
ICMAC 2015, 24 June 2015, Bristol, UK
19
8 Resin Arrival and 2 Cure durable sensors from Synthesites in addition to 1
pressure sensor and 6 thermocouples
Airborne Test case
First Trial: results and Tg
prediction
ICMAC 2015, 24 June 2015, Bristol, UK
20
6 temperatures and 2 resistance curves (left figure) and Tg evolution as predicted
by kinetic model (TgK) and measured resistance (TgR) (right figure).
Resin
Arrivals
Gelation
End-of-cure
Airborne Test case
2nd Trial: Flow and cure
monitoring
ICMAC 2015, 24 June 2015, Bristol, UK
21
6 temperatures and 2 resistance curves (left figure) and 8 resin arrival sensors (right
figure).
Resin
Arrival
Gelation
Airborne Test case
2nd Trial: Tg prediction
ICMAC 2015, 24 June 2015, Bristol, UK
22
Tg prediction based on kinetic model and resistivity for cure sensor #1 (left figure)
and cure sensor #2 (right figure).
Conclusions
• Real-time process monitoring has become more intelligent and matured
towards industrial applications
• Within Ecomise project, considerable advancements have been achieved
e.g. to complete the sensor series with flow sensors that can help
significantly in the identification of the resin’s flow paths
• Process monitoring can also provide reliable and quantified information
about the Tg evolution so demoulding can be optimised
• Furthermore, the reliable and intelligent process monitoring combined
with appropriate modelling and simulation tools can provide a unique
platform for optimal control of the process ensuring product quality.
23
ICMAC 2015, 24 June 2015, Bristol, UK
Acknowledgements
This work was partially supported by the European Commission FP7 programme under Grant NMP2-
SL-2013-608667 (Enabling Next Generation Composite Manufacturing by In-Situ Structural
Evaluation and Process Adjustment).
The paper clearance and collaboration with the partners of Ecomise project is gratefully
acknowledged.
24
ICMAC 2015, 24 June 2015, Bristol, UK
Follow us @ Linkedin Ecomise Group
Visit our website: www.ecomise.eu
25
ICMAC 2015, 24 June 2015, Bristol, UK

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Icmac syn-air-bab-v4

  • 1. Intelligent process monitoring and control: Two industrial applications Nikos Pantelelis, Synthesites Innovative Technologies, np@synthesites.com Paolo Ballocchi, Bombardier Belfast, paolo.ballocchi@aero.bombardier.com Wolfgang Wenger, Bombardier Belfast, wolfgang.wenger@aero.bombardier.com Anders Brødsjø, Airborne Technology Centre, a.brodsjo@airborne.nl Joep Breuer, Airborne Technology Centre, j.breuer@airborne.nl 1 INTERNATIONAL CONFERENCE ON MANUFACTURING OF ADVANCED COMPOSITES (ICMAC 2015), 24-25 June 2015, Bristol, UK
  • 2. THE R&D PROJECT 2 ECOMISE Project Enabling Next Generation COmposite Manufacturing by In-Situ Structural Evaluation and Process Adjustment Objective A breakthrough composite manufacturing system is being developed comprising probabilistic process prediction, online process monitoring, in-situ structural evaluation and in-situ process adjustment. By means of industrial applications the focus is laid upon preforming processes such as pick & place and dry fibre placement, as well as subsequent infusion and curing processes such as Resin Transfer Infusion (RTI) and Resin Transfer Moulding (RTM). Partners Industrial Demonstrators • Aerospace (Bombardier) • Automotive (Hutchinson) • Marine (Airborne) ICMAC 2015, 24 June 2015, Bristol, UK www.ecomise.eu
  • 3. Intelligent automation in composites moulding Composite part In-mould Sensors Inline Sensors Monitoring Systems Mould 3 Injection machine Temperature controller(s) Control Actions DAQ + Control
  • 4. PROJECT CONCEPT: INTELLIGENT MOULDING • Introduce new flow and cure sensors for minimum flow disturbance • Advance the monitoring systems for improved process monitoring • Advance the intelligence of the DAQ system to provide valuable information e.g. Tg. • Develop a control system that will get the feedback from the sensors and provide real-time or offline optimised control actions • Introduce an outer identification loop in the simulation task to adjust automatically specific process parameters in order to minimise the deviation between simulations and measurements • Apply all the above to three industrial-oriented typical applications • Advance the concept for industrial applications 4 ICMAC 2015, 24 June 2015, Bristol, UK
  • 5. Process monitoring and simulations OptiMold system for monitoring resin cure, resin viscosity, mixing ratio quality and resin quality OptiFlow system for optimising mould filling, process automation and simple process control OptiSensors (durable/ disposable, flexible, outlet, custom) Real-time calculation of Tg/ degree of cure/ viscosity/ resin quality Simulations, Automation, Design and Prototyping solutions 5 ICMAC 2015, 24 June 2015, Bristol, UK
  • 6. Optimold: Cure, viscosity and resin quality check Characteristics • Non-intrusive (it depends) • Range of sensors • Good Repeatability • Fast Acquisition • Compact design • Wireless • Quality and Process control Real-time measuring of • Resin’s electrical resistance (from 0.1 MOhm up to 50 TOhm) and • temperature (0.1oC accuracy) 6 ICMAC 2015, 24 June 2015, Bristol, UK
  • 7. Cure and Viscosity Sensors Inline sensorDurable sensor process monitoring sensor = electrical resistance + RTD sensors Pot sensor High Temp RTM • Resin arrival • Viscosity rise • Gelation • End-of-cure • Avoid pipe cleaning • Adjust cycle • Mixing ratio check • Mixing ratio • Resin Quality • Resin aging • Adjust cycle VI and RT cure • Resin arrival • Viscosity rise • Gelation • End-of-cure Flexible sensor 7 ICMAC 2015, 24 June 2015, Bristol, UK
  • 8. OptiFlow: Resin arrival and temperature  4 temperature and resin arrival sensors  Electrical resistance-based measurements and RTD temperature sensing  Continuous connection checking  One relay output for process automation 8 ICMAC 2015, 24 June 2015, Bristol, UK
  • 9. Resin arrival and temperature sensors In-mould Durable • flat areas • possible mark • Curved surfaces • In the laminate for development • Over the peel-ply • Suitable for very long parts • no extra protection for Carbon Fibre Preforms Flexible disposable Gate sensor • ideal for vacuum infusion in oven/ autoclave (gates, pipelines, pots etc.) 9 FloWire sensors ICMAC 2015, 24 June 2015, Bristol, UK
  • 10. Optiview: DAQ software OptiView software for both Optimold and OptiFlow systems 10 ICMAC 2015, 24 June 2015, Bristol, UK
  • 11. 11 Flow sensing New sensors developed and tested • Carbon fibre sensor (for glassfibre preforms) CF or wire sensors can be used as lineal flow sensors and cure sensors when used with Optimold cure monitoring system • Very thin wires (>0.2 mm) (for carbon fibre preforms) In combination with Optiflow system • New durable sensor for direct contact with CF Without the need of glass-fibre protection ICMAC 2015, 24 June 2015, Bristol, UK
  • 12. 12 Resin Flow sensing New Resin Arrival sensors New disposable and, practically, non-intrusive sensors • Carbon Fibre Strands + metal tool Metal Tool Glass Fibre preform CF sensor Resin drop ICMAC 2015, 24 June 2015, Bristol, UK Cure sensor Wire tips at different locations Thin wires (0.2-0.3 mm) Carbon-fibre-proof
  • 13. Bombardier test case Process monitoring system ICMAC 2015, 24 June 2015, Bristol, UK 13 Outside the autoclave Inside the autoclave 2 Cure sensors 4 Flow sensors
  • 14. Bombardier Test case 1st trial ICMAC 2015, 24 June 2015, Bristol, UK 14
  • 15. Bombardier Test case 2nd trial ICMAC 2015, 24 June 2015, Bristol, UK 15 21 3 4 1: Very slow resin arrival; 2: pressure applied; 3: pressure released; 4: pressure re-applied
  • 16. Bombardier Test case Resistance and Tg prediction Cycom 890: Correlation between resistance and Tg real-time prediction 16
  • 17. Airborne Test case Test Mould for thick parts ICMAC 2015, 24 June 2015, Bristol, UK 17 In-mould sensor with mould adaptor
  • 18. Airborne Test case (1st part produced) ICMAC 2015, 24 June 2015, Bristol, UK 18 Cavity dimensions Length and width at the Bottom mould: 700 x 200 mm Length and width at the Top mould: 750 x 250 mm (draft angle of 15°) Thickness: 100 mm Total internal volume is 16 litres (approx.).
  • 19. Airborne Test case Trials set-up ICMAC 2015, 24 June 2015, Bristol, UK 19 8 Resin Arrival and 2 Cure durable sensors from Synthesites in addition to 1 pressure sensor and 6 thermocouples
  • 20. Airborne Test case First Trial: results and Tg prediction ICMAC 2015, 24 June 2015, Bristol, UK 20 6 temperatures and 2 resistance curves (left figure) and Tg evolution as predicted by kinetic model (TgK) and measured resistance (TgR) (right figure). Resin Arrivals Gelation End-of-cure
  • 21. Airborne Test case 2nd Trial: Flow and cure monitoring ICMAC 2015, 24 June 2015, Bristol, UK 21 6 temperatures and 2 resistance curves (left figure) and 8 resin arrival sensors (right figure). Resin Arrival Gelation
  • 22. Airborne Test case 2nd Trial: Tg prediction ICMAC 2015, 24 June 2015, Bristol, UK 22 Tg prediction based on kinetic model and resistivity for cure sensor #1 (left figure) and cure sensor #2 (right figure).
  • 23. Conclusions • Real-time process monitoring has become more intelligent and matured towards industrial applications • Within Ecomise project, considerable advancements have been achieved e.g. to complete the sensor series with flow sensors that can help significantly in the identification of the resin’s flow paths • Process monitoring can also provide reliable and quantified information about the Tg evolution so demoulding can be optimised • Furthermore, the reliable and intelligent process monitoring combined with appropriate modelling and simulation tools can provide a unique platform for optimal control of the process ensuring product quality. 23 ICMAC 2015, 24 June 2015, Bristol, UK
  • 24. Acknowledgements This work was partially supported by the European Commission FP7 programme under Grant NMP2- SL-2013-608667 (Enabling Next Generation Composite Manufacturing by In-Situ Structural Evaluation and Process Adjustment). The paper clearance and collaboration with the partners of Ecomise project is gratefully acknowledged. 24 ICMAC 2015, 24 June 2015, Bristol, UK
  • 25. Follow us @ Linkedin Ecomise Group Visit our website: www.ecomise.eu 25 ICMAC 2015, 24 June 2015, Bristol, UK