Controlling defects in two-dimensional materials has applications in water filtration, energy storage and more.
Researchers at Penn State, the Department of Energy’s Oak Ridge National Laboratory and Lockheed Martin Space Systems Company have developed methods to control defects in two-dimensional materials, such as graphene, that may lead to improved membranes for water desalination, energy storage, sensing or advanced protective coatings.
For a two-dimensional, one-atom-thick material like graphene, defects such as small cracks or holes can make a big difference in performance. Usually, these defects are considered undesirable. But if the defects can be controlled, they can be used to engineer new, desirable properties into the material.
“As long as you can control defects, you might be able to synthesize into graphene whatever kinds of response the graphene material will give you,” said Adri van Duin, professor of mechanical engineering and chemical engineering at Penn State and corresponding author on a recent paper in ACS Nano. “But that does require that you have very good control over defect structure and defect behavior. What we have done here is a pretty strong step towards that.”
The Reactive Force Field Method
van Duin is the co-inventor and main developer of a mathematical modeling and simulation technique called the Reactive Force Field Method (ReaxFF), which is capable of predicting the interactions of thousands of atoms when they are perturbed by an external force, in this case the bombardment of graphene by noble gas atoms.
Noble gases—helium, neon, argon, krypton and xenon—are frequently used to create defects in graphene to enhance its properties. By knocking one or more carbon atoms out of graphene’s chicken wire-shaped structure, the resulting hole can be filled by atoms of another material or by specific molecules in a process called doping.
Doping can change the chemical or electrical properties of the graphene to, to, for example, allow water molecules to flow through a membrane while rejecting salt particles.
“We have done a series of atomistic scale simulations where we accelerate noble gas ions into the graphene,” said van Duin. “The simulations gave much the same defect patterns as experiments. That means our simulations can tell experimentalists what dose of atoms at which acceleration they need to get those types of defects.”
Because defects can morph into different shapes or move around in the seconds after creation, can Duin’s group also simulated putting the graphene in an oven and annealing—heating at high temperature—to stabilize the structure.
It is unusual for an atomistic simulation to correspond to the same size, time and exposure range as an experiment due to the computational expense of modelling interactions among thousands of atoms over the time scale required to stabilize a material.
However, ReaxFF, developed by van Duin and Caltech’s William A. Goddard, is able to model chemical and physical interactions in molecules and materials as bonds between atoms form and break.
Doping 2D Materials
“This study provides insight into the atomistic scale details of graphene irradiation and is a preliminary step in designing functionalized carbon materials in two dimensions,” said Kichuel Yoon, the paper’s lead author and a graduate student in van Duin’s group.
“Clearly there is nothing that makes this exclusive to graphene,” van Duin added. “Any 2D material can be treated with the same simulations. Anyone who wants to dope a 2D material or understand defects will be interested in these simulations.”
The researchers intend to continue working with Lockheed Martin on aerospace applications and will also pursue the goal of graphene-based water desalination.
To correlate simulations with experiments, the researchers relied upon the Center for Nanophase Materials Sciences, a Department of Energy Office of Science User Facility at ORNL, to create defects using ion bombardment and subsequently characterizing those defects using atomic-resolution imaging.
“At CNMS, we have state-of-the-art Helium and Neon ion beam and aberration-corrected scanning transmission electron microscopy instruments that permit atomistic scale characterization,” said Raymond Unocic, an R&D staff scientist at ORNL.
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