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Georgia Institute of Technology

Structure-property relationships from molecular simulation of polymeric matrix composites

Abstract

dc:description.abstract

The use of composite materials has risen significantly over the past several decades as many industries begin to take advantage of the high specific strength, specific modulus, and tailorable mechanical properties that polymeric matrix composites can provide. However, the number of filler types, surface functionalities, and filler orientations in composites reinforced with nano and macroscale fillers leads to a complicated and lengthy trial and error experimental approach. Computational researchers have been trying to find a new approach to narrow down promising combinations of fillers and matrix materials using their known chemical and mechanical attributes. This work is directed toward developing structure-property linkages in a range of composite materials using chemical reaction modeling in molecular dynamics simulation. This research analyzed the (1) interphase atomistic structure of an epoxy/graphene system with different surface functionalities, (2) dissolution (recycling) mechanism and thermomechanical properties of covalent adaptable networks (CAN), and (3) reaction mechanism pathways and structure development for carbonization of polyacrylonitrile (PAN). The first research area characterized epoxy interphase structure when graphene had non-covalent and covalent surface functionalities using 2-point spatial statistics and/or radial distribution functions. Principal component analysis was used to reduce the statistical representations of the interphase structure in epoxy to its most salient features and ordinary least-squares regression related the principal components to temperature changes during cooling through glass transition and stress values during simulated tensile strain. The models were able to predict bulk system temperature and stress each with over 90% prediction accuracy. The second research area developed a classical molecular dynamics simulation methodology for bond exchange reactions and dissolution in covalent adaptable networks interacting with ethylene glycol solvent. Increasing the rate of bond exchange reactions was found to increase both dangling end intradiffusion and ethylene glycol interdiffusion. Bond exchange reactions were found to improve the solvent diffusivity when degree of crosslinking was over the gelation point. Under the gelation point the enhanced chain mobility from bond exchange reactions is negligible compared to the chain mobility as a result of a lightly crosslinked network. Thermomechanical properties of CANs with different crosslink densities were correlated to overall free volume and individual void shape calculations. The final research area used ReaxFF simulations to study detailed reaction mechanisms and structure development resulting from carbonization of stabilized polyacrylonitrile (s-PAN). Higher oxygen content fibers promoted formation of CO and CO2 gases which lowered the final fiber carbon content. Regardless of the initial molecular orientation of s-PAN, the carbonization process shifted the final graphitic structures toward a random orientation relative to the fiber axis. Higher temperature was found to significantly improve the numbers of graphite rings in the final structure. Detailed reaction mechanism analysis showed that H2 and N2 elimination produce carbon radicals that form crosslinks with other s-PAN molecules and lead to ring formation and fiber densification.

Degree

thesis:*
Level thesis:degree_level
Doctoral
Department dc:contributor.department
Materials Science and Engineering
Grantor dc:publisher
Georgia Institute of Technology
Year dc:date.issued
2018

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Lohse, Alexander Mark
Advisors dc:contributor.advisor
  • Chow, Edmond
  • Jacob, Karl I.
Committee members dc:contributor.committeemember
  • Kalidindi, Surya
  • Qi, Jerry
  • Yao, Donggang

Subjects

dc:subject × 5

Rights

Language dc:language.iso
en_US

Identifiers

dc:identifier.*
Handle dc:identifier.uri
http://hdl.handle.net/1853/61664
OAI identifier oai:identifier
oai:repository.gatech.edu:1853/61664

Chain of custody

source
Harvested from
Georgia Tech
Base URL
repository.gatech.edu/server/oai/request
Last updated
2026-07-27
Source record
OAI-PMH GetRecord
citation

Lohse, Alexander Mark. Structure-property relationships from molecular simulation of polymeric matrix composites. Doctoral thesis, Georgia Institute of Technology, 2018. http://hdl.handle.net/1853/61664