Plackett-Burman experimental design to facilitate syntactic foam development
Abstract
The use of an eight-experiment Plackett–Burman method can assess six experimental variables and eight responses in a polysiloxane-glass microsphere syntactic foam. The approach aims to decrease the time required to develop a tunable polymer composite by identifying a reduced set of variables and responses suitable for future predictive modeling. The statistical design assesses the main effects of mixing process parameters, polymer matrix composition, microsphere density and volume loading, and the blending of two grades of microspheres, using a dummy factor in statistical calculations. Responses cover rheological, physical, thermal, and mechanical properties. The cure accelerator content of the polymer matrix and the volume loading of the microspheres have the largest effects on foam properties. These factors are the most suitable for controlling the gel point of the curing foam, and the density of the cured foam. The mixing parameters introduce widespread variability and therefore should be fixed at effective levels during follow-up testing. Some responses may require greater contrast in microsphere-related factors. As a result, compared to other possible statistical approaches, the run economy of the Plackett–Burman method makes it a valuable tool for rapidly characterizing new foams.
- Authors:
-
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Publication Date:
- Research Org.:
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1227700
- Report Number(s):
- LA-UR-15-22409
Journal ID: ISSN 0021-8995
- Grant/Contract Number:
- AC52-06NA25396
- Resource Type:
- Journal Article: Accepted Manuscript
- Journal Name:
- Journal of Applied Polymer Science
- Additional Journal Information:
- Journal Volume: 133; Journal Issue: 1; Journal ID: ISSN 0021-8995
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; Plackett-Burman experimental design; syntactic foam
Citation Formats
Smith, Zachary D., Keller, Jennie R., Bello, Mollie, Cordes, Nikolaus L., Welch, Cynthia F., Torres, Joseph A., Goodwin, Lynne A., Pacheco, Robin M., and Sandoval, Cynthia W. Plackett-Burman experimental design to facilitate syntactic foam development. United States: N. p., 2015.
Web. doi:10.1002/APP.42892.
Smith, Zachary D., Keller, Jennie R., Bello, Mollie, Cordes, Nikolaus L., Welch, Cynthia F., Torres, Joseph A., Goodwin, Lynne A., Pacheco, Robin M., & Sandoval, Cynthia W. Plackett-Burman experimental design to facilitate syntactic foam development. United States. https://doi.org/10.1002/APP.42892
Smith, Zachary D., Keller, Jennie R., Bello, Mollie, Cordes, Nikolaus L., Welch, Cynthia F., Torres, Joseph A., Goodwin, Lynne A., Pacheco, Robin M., and Sandoval, Cynthia W. 2015.
"Plackett-Burman experimental design to facilitate syntactic foam development". United States. https://doi.org/10.1002/APP.42892. https://www.osti.gov/servlets/purl/1227700.
@article{osti_1227700,
title = {Plackett-Burman experimental design to facilitate syntactic foam development},
author = {Smith, Zachary D. and Keller, Jennie R. and Bello, Mollie and Cordes, Nikolaus L. and Welch, Cynthia F. and Torres, Joseph A. and Goodwin, Lynne A. and Pacheco, Robin M. and Sandoval, Cynthia W.},
abstractNote = {The use of an eight-experiment Plackett–Burman method can assess six experimental variables and eight responses in a polysiloxane-glass microsphere syntactic foam. The approach aims to decrease the time required to develop a tunable polymer composite by identifying a reduced set of variables and responses suitable for future predictive modeling. The statistical design assesses the main effects of mixing process parameters, polymer matrix composition, microsphere density and volume loading, and the blending of two grades of microspheres, using a dummy factor in statistical calculations. Responses cover rheological, physical, thermal, and mechanical properties. The cure accelerator content of the polymer matrix and the volume loading of the microspheres have the largest effects on foam properties. These factors are the most suitable for controlling the gel point of the curing foam, and the density of the cured foam. The mixing parameters introduce widespread variability and therefore should be fixed at effective levels during follow-up testing. Some responses may require greater contrast in microsphere-related factors. As a result, compared to other possible statistical approaches, the run economy of the Plackett–Burman method makes it a valuable tool for rapidly characterizing new foams.},
doi = {10.1002/APP.42892},
url = {https://www.osti.gov/biblio/1227700},
journal = {Journal of Applied Polymer Science},
issn = {0021-8995},
number = 1,
volume = 133,
place = {United States},
year = {Mon Sep 14 00:00:00 EDT 2015},
month = {Mon Sep 14 00:00:00 EDT 2015}
}
Web of Science