Virtual Design of Composite Materials

Composite materials

What is a Composite Material?

A composite material is a material made from two or more constituent materials with significantly different physical or chemical properties. When combined, they produce a material with characteristics different from the individual components.

The first modern composite material was fiberglass. It is still widely used today for boat hulls, sports equipment, building panels and many car bodies. The matrix is a plastic and the reinforcement is fine glass threads woven into a sort of cloth. On its own, the glass is very strong but brittle and it will break if bent sharply. The plastic matrix holds the glass fibers together and protects them from damage by spreading out the forces acting on them.

We are now manufacturing some advanced composites using carbon fibers instead of glass. These materials are lighter and stronger than fiberglass but more expensive to produce. We use them in aircraft structures and expensive sports equipment such as golf clubs.

What Are the Advantages and Challenges?

The biggest advantage of modern composite materials is that they are light and strong. By choosing an appropriate combination of matrix and reinforcement material, one can make a new material that exactly meets the requirements of a particular application. Composites also provide design flexibility because one can mold many of them into complex shapes. The downside is often the cost. Although the resulting product is more efficient, the raw materials are often expensive.

composite materials
Figure 1. A multi-scale workflow to derive material properties using BIOVIA Materials Studio to pass material properties to the Finite Element Method of SIMULIA Abaqus

 

As shown in Figure 1, epoxy resins are a key material used in composites. The Figure depicts a workflow that calculates molecular properties from epoxy resins using molecular level modeling with BIOVIA Materials Studio and then passes the material-dependent properties like glass transition temperature and mechanical properties to SIMULIA’s Abaqus Finite Element Method. We use this class of thermosetting resins in a wide range of applications from adhesives to encapsulants to coating agents and many more.

Predicting Material Properties

A recent collaboration between BIOVIA scientists and academia has resulted in two interesting publications having to do with simulation and experimentation aimed at predicting a particular material property and to understand the intrinsic phenomenon of resin crosslinking. The publications provide two different perspectives on the role of cross-linking in material stability for epoxy resins.

The first publication describes the curing process, especially the dependence of heterogeneity on curing time. Coarse-grain modeling is the key process required to understand this phenomenon. The second publication addresses the adhesion of epoxy resins over metal surfaces. The key observation from that paper is that if the size and/or shape of the constituent molecules change, the aggregation states such as density, molecular orientation and concentration also change; which affects the deceleration of the curing reaction and results in change of adhesion strength.

This a priori-validated methodology can be used to screen new materials of interest. Chemistry-to-device connectivity is a big step in the virtual design of new functional materials. These two publications also provide guidance for those interested in virtual testing where molecular simulations generate properties that are usable at the macro-scale to improve the predictability of the device scale property.

A Simplified MD Methodology 

The automated workflow shown in Figure 2 reduces the tedious process of calculating the properties required to understand the crosslinking, the glass transition temperature and stress strain curve, enhancing the productivity of the research scientist. The process also rationalizes the mechanical properties based on the primary confidence with the glass transition values obtained from the workflow. We have built a general workflow to calculate these properties using Molecular Dynamics methodology that makes the calculation process much simpler for the bench chemist.  We wanted to make it possible for the bench chemist to screen these properties prior to experimentation, thereby reducing the time, effort, money and resources needed to develop functional composites for particular applications.

Virtual Design
Figure 2. Automated workflow using BIOVIA Pipeline Pilot to generate specific properties with varied composition for particular applications

 

One can use the  crosslinked amorphous structure built with the varying composition under examination to form a  network structure, which is key for the design of the composite material. In this way, one can monitor the conversion of the crosslinking from 0% to 100% over time as shown in Figure 3.

Design Composite Functional Material Virtually
Figure 3. Gradual formation of network structure from cross-linking reaction. The blue structure represents the cross-linked structure.

 

Testing and Validating the Results

These results were utilized in our recent collaboration with academic research groups to test and validate the results experimentally. One research publication is entitled “Mesoscopic Heterogeneity in the Curing Process of an Epoxy-Amine System” by Mika Aoki et al. The second publication is entitled “Molecular Events for an Epoxy-Amine System at a Copper Interface” by Satoru Yamamoto et al. Both papers are coauthored by Riichi Kuwahara of Dassault Systèmes Japan who designed  and tested the simulation workflow in that context. 1,2

The authors of the first publication remarked:

“We believe that both the scientific knowledge and the experimental protocol after this study will contribute to the development of functional polymer materials.”

The second publication is an application of the methodology aimed at  understanding the binding of epoxy polymers on metal surfaces. This is a key process for many composite applications such as adhesives, with applications in electronic packaging material as an example. The authors of this publication commented:

“We believe that these features are crucial for the design of better performing adhesive resins from the viewpoint of the interfacial phenomena.”

 

 

References:
  1. Mesoscopic Heterogeneity in the Curing Process of an Epoxy–Amine System, Mika Aoki, Atsuomi Shundo, Riichi Kuwahara, Satoru Yamamoto and Keiji Tanaka, Macromolecules 2019, 52, 5, 2075–2082
  2. Molecular Events for an Epoxy−Amine System at a Copper Interface Satoru Yamamoto, Riichi Kuwahara, Mika Aoki, Atsuomi Shundo, and Keiji Tanaka ACS Appl. Polym. Mater. 2020, 2, 1474−1481
Abhijit.CHATTERJEE@3ds.com'

Abhijit CHATTERJEE

Dr. Chattopadhyay has spent the last decade working on material design from catalysis to battery to semiconductor in support of R&D in the Asia Pacific region. Before joining Dassault Systemes he conducted materials science research as a research associate and post-doctoral follow in India, France and the USA before working as a visiting Associate Professor and senior research fellow in Japan. He has published some 140 peer reviewed papers and is involved in scientific consultant services and other national research projects in India and Japan. His current interest is in data science, material informatics and multi-scale multi-physics platform design. He holds a Ph.D. in Physico-analytical Chemistry from Burdwan University, INDIA.
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