Composite manufacturing research

Ahmad Ravangard

I am a mechanical engineering Ph.D. researcher at Old Dominion University studying how automated fiber placement creates defects in carbon-fiber composites, and how those defects can be measured, modeled, and reduced. My work connects microscopy, DIC, micro-CT, tensile testing, finite-element simulation, and data-driven analysis to move from manufacturing process to structural performance.

Research focus

From AFP process defects to reliable composite structures.

I study the chain that links placement, compaction, resin flow, cure, morphology, and failure. The goal is to understand where tow gaps, resin-rich regions, and fiber waviness come from, then turn that understanding into mitigation strategies that are practical for aerospace-grade composite manufacturing.

Materials
Carbon-fiber/epoxy laminates, PEI/PPS veils, platelet-molded composites
Measurements
DIC, microscopy/fractography, micro-CT, tensile testing, profilometry, rheometry, DMA, DSC
Models
FEA, CFD, compaction, cure kinetics, resin flow, progressive failure, machine learning

Research priorities

A process-to-performance view of composites.

01

Process-induced defects

Quantify how tow gaps, compaction pressure, cure cycles, squeeze flow, and resin bleed-out create resin-rich pockets, ply sinking, and non-uniform laminate morphology.

02

Defect mitigation materials

Evaluate selective PEI/PPS thermoplastic veil placement as a way to reduce fiber waviness, interrupt resin-rich channels, and improve laminate uniformity.

03

Process-performance modeling

Build finite-element and flow models for compaction, resin transport, cure kinetics, structural response, and progressive failure, then calibrate them against experiments.

04

Data-driven microstructure analysis

Use image analysis, computer vision, and machine learning to connect microstructure with process history, morphology, and measured mechanical performance.

Methods

A mixed experimental and computational toolkit.

Manufacturing 01

Composite processing

AFP-related process behavior, tow-gap formation, resin flow, compaction, cure kinetics, and morphology control in composite laminates.

AFP Resin flow Cure kinetics
Simulation 02

Process and failure modeling

Finite-element and flow simulation for compaction, resin transport, structural response, and progressive failure in non-uniform laminates.

FEA CFD Abaqus OpenFOAM
Testing 03

Full-field characterization

Lab validation with DIC, microscopy, micro-CT, profilometry, thermal analysis, and mechanical testing.

DIC Microscopy Tensile testing DMA DSC
Data and code 04

Scientific computing and AI

Python, MATLAB, numerical methods, image analysis, and machine-learning workflows for simulation, reconstruction, and research automation.

Python MATLAB Machine learning

Selected work

Case studies across composites, flow, and numerical methods.

GitHub profile
Composite laminate tow-gap and thermoplastic veil placement schematics

AFP composites

Mitigating out-of-plane fiber waviness with thermoplastic veils

Problem
Reduce resin-rich tow-gap defects, ply sinking, and out-of-plane fiber waviness in AFP laminates.
Method
Place PEI thermoplastic veils inside staggered tow-gaps and compare microscopy, micro-CT, tensile DIC, and progressive failure simulations.
Result
Lower surface waviness and improved x-direction strength and stiffness recovery.
Open project page
Couette flow computational plot

Kinetic theory

Integral-equation solution of the linearized BGK model for Couette flow

Problem
Describe rarefied Couette velocity fields from the linearized BGK model.
Method
Nondimensionalization, pure-shear simplification, and boundary conditions.
Result
Analytical reduction to an integral equation for velocity behavior.
Detailed write-up coming soon
Kramers flow computational result

Rarefied gas dynamics

Integral-equation analysis of Kramers flow using the linearized BGK model

Problem
Model rarefied gas motion over a flat plate with slip-flow behavior.
Method
Apply BGK linearization, boundary conditions, and asymptotic analysis.
Result
Integral-equation description of the Kramers velocity profile.
Detailed write-up coming soon
RCIP numerical method notes

Numerical methods

RCIP for cornered integral equations

Problem
Solve singular Fredholm integral equations with corner singularities.
Method
Product Nystrom discretization and compressed inverse recursion.
Result
Stable high-accuracy integral-equation solution for BGKW Kramers flow.
Detailed write-up coming soon
Navier-Stokes multigrid solver result

Flow simulation

Coupled-pressure Navier-Stokes solver with multigrid Poisson acceleration

Problem
Accelerate incompressible lid-driven cavity flow simulation.
Method
Coupled pressure-velocity algorithm with multigrid Poisson solver.
Result
Reduced iteration counts and maintained benchmark accuracy.
Detailed write-up coming soon
Lattice Boltzmann cavity flow result

LBM-MRT-MGM

Lattice Boltzmann MRT simulation of lid-driven cavity flow

Problem
Improve stability and efficiency for nearly incompressible cavity flow.
Method
Multiple-relaxation-time LBM with multigrid pressure correction.
Result
Fast, precise pressure-velocity solution for the cavity benchmark.
Detailed write-up coming soon

Publications

Journal papers and conference contributions.

2025

Mitigating Out-of-Plane Fiber Waviness in AFP Laminates with Tow-Gaps via Selective Placement of Thermoplastic Veils

A. Ravangard, K. Celebi, S. G. Kravchenko, O. G. Kravchenko. Fibers, 13(11):145.

2025

Effects of Biomass and Iron Catalyst on Yield of Plant-Based Graphitic Nanoplatelets

D. W. Mulqueen, A. Ravangard, J. D. Bhagatji, S. Kumar, O. G. Kravchenko. Materials Chemistry and Physics, 131629.

2025

Compaction and Mechanical Performance of AFP Composites with Fiber Tow Gaps

A. Ravangard, O. Kravchenko. 24th International Conference on Composite Materials.

2025

Reducing Out-of-Plane Fiber Waviness in AFP Laminate with Tow Gaps

A. Ravangard, O. Kravchenko. SAMPE Conference.

2024

Mechanics of Resin Rich Regions Formation in AFP Preform with Staggered Fiber Tow Gaps

A. Ravangard, V. C. Jamora, J. D. Bhagatji, O. Kravchenko. Sixth International Symposium on Automated Composites Manufacturing.

2023

Origin and Significance of Non-Uniform Morphology in AFP Composites

A. R. Ravangard, V. C. Jamora, J. D. Bhagatji, O. Kravchenko. American Society for Composites 38th Annual Technical Conference.

2022

The Influence of Heat Transfer Due to Radiation from a Combustion Chamber

B. Razmjooei, A. R. Ravangard, L. Momayez, M. Ferchichi. Journal of Thermal Analysis and Calorimetry, 147(3):1901-1917.

2020

Effects of Geometry on Simulation of Two-Phase Flow in Microchannel with Density and Viscosity Contrast

A. R. Ravangard, L. Momayez, M. Rashidi. Journal of Thermal Analysis and Calorimetry, 139(1):427-440.

2015

A Numerical Investigation of Kenics Static Mixer as a Heat Exchanger in Separation and Segregation Process of Supercritical Carbon Dioxide

A. R. Ravangard, R. Kamali. Conference on Recent Advances in Aerospace and Associated Sciences.

Background

Mechanical engineering training with a composite manufacturing focus.

Open full CV
Education

Ph.D. in Mechanical Engineering at Old Dominion University, with prior M.Sc. work in Aerospace Engineering and B.Sc. training in Mechanical Engineering.

Toolchain

Composite manufacturing, experimental characterization, finite-element simulation, CFD, scientific programming, numerical methods, and machine learning.

Experience

Graduate teaching and research experience across Mechanical & Aerospace Engineering, Mathematics & Statistics, Engineering Management, and NSF-funded research.

Contact

Discuss composite manufacturing, simulation, or collaboration.