JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 28

MANUFACTURlNG testing
More information:
www.ita.rwth-aachen.de
Acknowledgements
a
b
Fig. 8: Clustering of rectifi ed magnitudes using clustering algorithms of coils
from real production
The ZF4558940WM9 research project of AiF Projekt GmbH,
Berlin, is funded by the German Federal Ministry for
Economic Affairs and Energy within the framework of the
Central Innovation Programme (ZIM) based on a resolution
of the German Bundestag.
References
[1] Composites-United
Composites-United Marktbericht 2020 - Der globale CF
Markt 2020 - Marktentwicklung, Trends, Ausblicke und
Herausforderungen
[2] Data Mining
Fig. 9: Plot of rectifi ed magnitude over time in a control chart
Conclusion
Although an offline evaluation of the data via cluster algorithms
provides a meaningful classification, an online evaluation
of the measurement data in the process via cluster algorithms
is difficult because it is a relative evaluation procedure.
For a meaningful clustering, all the measured values have to
be available, since there can be fluctuating levels of quality in
a CF bobbin. On short sections of the CF bobbin, the quality
could be so similar that it could be misclassified in an overall
evaluation. However, since the clustering algorithm always
divides the measurement data into three damage classes, this
can lead to an incorrect classification locally.
In the course of the ML algorithm development, it was shown
that the rectified magnitude represents a suitable quality
characteristic, especially in the context of data cleaning.
The course of the rectified magnitude can be interpreted as
a fluctuation of the measured values around an imaginary
compensation line.
Deviations from this compensation line are, on the one
hand, the measurement noise of the measured values. On the
other hand, particularly strong excursions show the effect of
fibre damage on the measurement signal, since the signal has
already been rectified for the geometry's influence. Against
this background, and aiming at an online evaluation, the use
of a quality control chart seems to be reasonable. Static limit
values help to classify the CF roving into the quality classes
" undamaged " , " damaged " and " severely damaged " depending
on the rectified magnitude. Another positive side effect is the
assignment of fibre damage to the run length of the roving,
since the quality control chart plots the quality feature over
time (Figure 9).
28
jec composites magazine / N°
In Müller, Roland M.; Lenz, Hans-Joachim:
Business Intelligence
Berlin, Heidelberg: Springer Berling Heidelberg, 2013
FIBRE DIAMETER AND
LENGTH MEASUREMENT
Measures:
Carbon fibre, ceramic fibre, glass fibre, rock
wool, flax, cotton, polyester, chemical fibres
and more
Up to 20,000 fibre snippets per minute using
image analysis
Diameter mean and distrubution 0.2 to 150μm
Curvature and length
Send up to 5 samples for a free
report
info@cottonscope.com
www.cottonscope.com
147 September - October 2022
http://www.ita.rwth-aachen.de https://www.cottonscope.com

JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022

Table of Contents for the Digital Edition of JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022

Cover
Edito
Creating the interior of “The most beautiful building in the world”
Contents
NEWS
In brief
Agenda
Perspectives - Creating a forum to work together
Opening - New fibreglass factory in the heart of Central Asia
BUSINESS
Graphene - Effectiveness of graphene nano-platelets in composites
Carbon fibre - Sinopec intends to lead by example in China
Glass fibre - China promotes the use of glass fibre in construction
MANUFACTURING
Additive manufacturing - Towards a digital twin of UD tapes for automated fibre placement
Testing - Optical data rectification and ML-aided impedance analysis for quality assurance of carbon fibre
FEATURE AUTOMOTIVE: How are composites driving the future of automotive?
- Transportation - Thermoplastic composites: the path towards zero CO2 emissions in transport
- Compounding: Cutting-edge FDC technology reduces costs and CO2 emissions
- Pressure vessels: Enabling superior storage efficiency for Type 4 tanks with FPP dome reinforcements
- Battery: A new generation of battery packs with a recyclable epoxy SMC casing
- Lightweighting: Serial CFRTP structural part for BMW body-in-white application
- Natural fibre: Towards lightweight flax fibre-reinforced automotive headliners
SOLUTION
Sustainability - Upcycling gives a boost to coffee waste management
Defence - On field applications with composites
TECHNOLOGY
Ceramic: Cerapreg – a new concept for cost-effective reinforced ceramic composites
Index
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JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Cover
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 2
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Edito
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Creating the interior of “The most beautiful building in the world”
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 5
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Contents
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 7
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - In brief
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Agenda
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Perspectives - Creating a forum to work together
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Opening - New fibreglass factory in the heart of Central Asia
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 12
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 13
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Graphene - Effectiveness of graphene nano-platelets in composites
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 15
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 16
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Carbon fibre - Sinopec intends to lead by example in China
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 18
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 19
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Glass fibre - China promotes the use of glass fibre in construction
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 21
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 22
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Additive manufacturing - Towards a digital twin of UD tapes for automated fibre placement
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 24
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Testing - Optical data rectification and ML-aided impedance analysis for quality assurance of carbon fibre
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 26
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 27
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 28
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 29
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Transportation - Thermoplastic composites: the path towards zero CO2 emissions in transport
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 31
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Compounding: Cutting-edge FDC technology reduces costs and CO2 emissions
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 33
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 34
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Pressure vessels: Enabling superior storage efficiency for Type 4 tanks with FPP dome reinforcements
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Battery: A new generation of battery packs with a recyclable epoxy SMC casing
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 37
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 38
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 39
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Lightweighting: Serial CFRTP structural part for BMW body-in-white application
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 41
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 42
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 43
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 44
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - - Natural fibre: Towards lightweight flax fibre-reinforced automotive headliners
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 46
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 47
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Sustainability - Upcycling gives a boost to coffee waste management
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 49
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Defence - On field applications with composites
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 51
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Ceramic: Cerapreg – a new concept for cost-effective reinforced ceramic composites
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 53
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - Advertisers
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 55
JEC COMPOSITES MAGAZINE - Issue #147 - September/October 2022 - 56
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