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Title: Stochastic reconstruction and microstructure modeling of SMC chopped fiber composites

Journal Article · · Composite Structures
ORCiD logo [1];  [2];  [3];  [4];  [5];  [3]
  1. Northwestern Univ., Evanston, IL (United States); Shanghai Jiao Tong University (China)
  2. Chongqing University (China); Ford Motor Company, Dearborn, MI (United States)
  3. Ford Motor Company, Dearborn, MI (United States)
  4. Northwestern Univ., Evanston, IL (United States)
  5. Shanghai Jiao Tong University (China)

Here, to establish an integrated Processing-Microstructure-Property workflow for the prediction of material behaviors, this paper presents a new stochastic pseudo-3D microstructure reconstruction method for Sheet Molding Compounds (SMC) chopped fiber composites. The proposed method captures the bi-level microstructural features of SMC composites. At the higher level, a Voronoi diagram-based algorithm is developed to reconstruct the unique substructure features of SMC fiber tows. The geometry of Voronoi cells is adjusted by a Simulated Annealing (SA) algorithm to match the geometrical statistics of the real fiber tows. At the lower level, the algorithm assigns fiber orientation to each Voronoi cell (which represents a fiber tow). The fiber orientation angles are recovered from a statistical fiber orientation tensor. The proposed method is employed to establish a multi-layer pseudo-3D SMC Representative Volume Element (RVE) model for Finite Element Analysis (FEA) of SMC microstructure. This model enables the prediction of mechanical properties based on the material processing information (e.g. fiber orientation tensor obtained from compression molding simulation), and the microstructure information obtained from microscopic imaging for an SMC composite. Lastly, the predicted properties are successfully validated by experimental tensile tests.

Research Organization:
Ford Motor Company, Detroit, MI (United States)
Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Vehicle Technologies Office (EE-3V); USDOE
Grant/Contract Number:
EE0006867
OSTI ID:
1504736
Alternate ID(s):
OSTI ID: 1582982
Journal Information:
Composite Structures, Vol. 200, Issue C; ISSN 0263-8223
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 18 works
Citation information provided by
Web of Science

References (45)

On the mechanical response of randomly reinforced chopped-fibers composites: Data and model journal November 2006
Integrated development of CFRP structures for a topless high performance vehicle journal June 2007
Numerical generation of a random chopped fiber composite RVE and its elastic properties journal October 2008
Finite strain compressive behaviour of CNT/epoxy nanocomposites: 2D versus 3D RVE-based modelling journal February 2014
Finite element estimates of viscoelastic stiffness of short glass fiber reinforced composites journal July 2017
3D microstructure modeling of compressed fiber-based materials journal July 2014
Computational Design of Hierarchically Structured Materials journal August 1997
The Use of Tensors to Describe and Predict Fiber Orientation in Short Fiber Composites journal November 1987
Computational uncertainty analysis in multiresolution materials via stochastic constitutive theory journal January 2011
A Descriptor-Based Design Methodology for Developing Heterogeneous Microstructural Materials System journal March 2014
Elastic properties of reinforced solids: Some theoretical principles journal September 1963
A generalized uncertainty propagation criterion from benchmark studies of microstructured material systems journal February 2013
Determining the representative volume element size for three-dimensional microstructural material characterization. Part 1: Predictive models journal May 2015
Stochastic Reassembly Strategy for Managing Information Complexity in Heterogeneous Materials Analysis and Design journal September 2013
Mechanical modeling of battery separator based on microstructure image analysis and stochastic characterization journal March 2017
Finite element creep prediction of polymeric voided composites with 3D statistical-based equivalent microstructure reconstruction journal August 2016
Micromechanisms of load transfer in a unidirectional carbon fibre-reinforced epoxy composite due to fibre failures: Part 3. Multiscale reconstruction of composite behaviour journal May 2008
Modeling and Simulation of Compression Molding Process for Sheet Molding Compound (SMC) of Chopped Carbon Fiber Composites journal January 2017
Full-field strain measurements at the micro-scale in fiber-reinforced composites using digital image correlation journal April 2016
Random Sequential Addition of Hard Spheres to a Volume journal May 1966
Multi-inclusion unit cell models for metal matrix composites with randomly oriented discontinuous reinforcements journal September 2002
Numerical Simulation of Saturation Behavior of Physical Properties in Composites with Randomly Distributed Second-phase journal April 2005
Numerical evaluation of effective material properties of randomly distributed short cylindrical fibre composites journal March 2007
Analysis of 3D random chopped fiber reinforced composites using FEM and random sequential adsorption journal September 2008
Statistical analysis and stochastic modelling of fibre composites journal January 2011
Representative volume element size for elastic composites: A numerical study journal September 1997
Orientation Averaging for Stiffness and Thermal Expansion of Short Fiber Composites journal December 2002
Direct numerical predictions for the elastic and thermoelastic properties of short fibre composites journal November 2002
The sequential addition and migration method to generate representative volume elements for the homogenization of short fiber reinforced plastics journal November 2016
Random-walk-based stochastic modeling of three-dimensional fiber systems journal April 2011
Stochastic 3D modeling of fiber-based materials journal June 2012
3D Modelling of random cellulosic fibrous networks based on X-ray tomography and image analysis journal October 2005
Measuring the fibre orientation and modelling the elastic properties of injection-moulded long-glass-fibre-reinforced nylon journal January 1995
Fibre orientation in machine-made paper journal March 1985
Effects of fiber length and orientation distribution on the elastic modulus of short fiber reinforced thermoplastics journal February 1988
Effects of fiber length and fiber orientation distributions on the tensile strength of short-fiber-reinforced polymers journal January 1996
Orientation Behavior of Fibers in Concentrated Suspensions journal April 1984
Numerical simulation of three-dimensional fiber orientation in short-fiber-reinforced injection-molded parts journal June 2002
Fiber orientation and mechanical properties of short-fiber-reinforced injection-molded composites: Simulated and experimental results journal October 1993
Numerical simulation of fiber orientation in injection molding of short-fiber-reinforced thermoplastics journal April 1995
Closure approximations for three‐dimensional structure tensors journal April 1990
On the possibility of reduced variable predictions for the thermoelastic properties of short fibre composites journal June 2004
Predicting sizing dependent bending rigidity of glass fibre bundles in sheet moulding compounds journal October 2006
Stereological reconstruction of polycrystalline materials: STEREOLOGICAL RECONSTRUCTION OF POLYCRYSTALS journal March 2015
Generation of random distribution of fibres in long-fibre reinforced composites journal July 2008

Cited By (2)

Stochastic Constitutive Model of Isotropic Thin Fiber Networks Based on Stochastic Volume Elements journal February 2019
Three-dimensional finite element models and tensile properties of carbon fiber needled felt reinforced composites journal February 2019

Figures / Tables (16)