SAMPE Journal - March/April 2024 - 47

[9] Schoenholz, C., & Zobeiry, N. " An Accelerated Process
Optimization Method to Minimize Deformations in
Composites Using Theory-guided Probabilistic Machine
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[10] Schellhase, K., Brushaber, R., Wu, H., et al.
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Based on Polysiloxane/Silica Composites: Properties
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Long Beach, CA, May 23-26 (2016).
[11] Schellhase, K., Koo, J., Buffy, J., et al. " Development of
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Silica Composites: Properties Characterization II. " SAMPE
Conference Proceedings. Seattle, WA, May 22-25 (2017).
DOI https://doi.org/10.1016/j.carbon.2009.09.036
Figure 7. Final yield prediction made using the retrained model for a two-ramps
temperature cycle.
5. REFERENCES
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www. sampe.org
MATERIAL SOLUTIONS
FOR TODAY AND
TOMORROW
[12] Jiang, H., Wang, J., Wu, S., Wang, B., & Wang, Z.
" Pyrolysis kinetics of phenol-formaldehyde resin by nonisothermal
thermogravimetry. " Carbon, 48(2) (2010): 325358.
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[13] Beckers, Thomas. " An Introduction to Gaussian
Process Models " . (2021). DOI https://doi.org/10.48550/
arXiv.2102.05497
[14] Liu, C. L., Dong, W.-S., Song, J. R., & Liu, L. " Evolution
of microstructure and properties of phenolic fibers during
carbonization. " Materials Science and Engineering A
459(1-2) (2007): 347-354. DOI https://doi.org/10.1016/j.
msea.2007.02.067
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MARCH APRIL 2024
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SAMPE JOURNAL | 47

https://www.doi.org/10.1016/j.carbon.2009.09.036 https://www.doi.org/10.1016/j.carbon.2009.09.036 https://www.doi.org/10.48550/arxiv.2102.05497 https://www.doi.org/10.48550/arxiv.2102.05497 https://www.doi.org/10.1016/j.ast.2020.105784 https://www.doi.org/10.1016/j.msea.2007.02.067 https://www.doi.org/10.1016/j.msea.2007.02.067 https://www.doi.org/10.1016/j.ast.2021.107079 http://dx.doi.org/10.1590/15161439.000515 http://dx.doi.org/10.1590/15161439.000515 https://doi.org/10.1016/s0008-6223(97)89610-8 https://doi.org/10.1016/s0008-6223(97)89610-8 http://www.toraycma.com http://www.sampe.org

SAMPE Journal - March/April 2024

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