To this end, several tools recently developed in our group as part of the MoSDeF software suite [3], including the open-source mBuild [4], [5] and Foyer [6] packages, in conjunction with the Signac-flow workflow manager [7], have been designed to facilitate screening over such chemical/structural parameter spaces. In this work, we demonstrate the use of these tools to screen a pool of terminal group functionalities, spanning a wide chemical space, for optimal tribological properties. The effects on friction of various properties of the terminal group, such as hydrophobicity, aromaticity, and chemical family are analyzed, with relation to their influence on the underlying monolayer structure. Our work helps demonstrate how molecular screening can provide a framework for the design of better-performing monolayer-based lubricants.
[1] B. Park, C. D. Lorenz, M. Chandross, M. J. Stevens, G. S. Grest, and O. A. Borodin, “Frictional Dynamics of Fluorine-Terminated Alkanethiol Self-Assembled Monolayers.,” Langmuir, vol. 20, no. 23, pp. 10007–14, Nov. 2004.
[2] J. L. Rivera, G. K. Jennings, and C. McCabe, “Examining the frictional forces between mixed hydrophobic-hydrophilic alkylsilane monolayers.,” J. Chem. Phys., vol. 136, no. 24, p. 244701, Jun. 2012.
[3] “MoSDeF” [Online]. Available: https://github.com/mosdef-hub.
[4] C. Klein, J. Sallai, T. J. Jones, C. R. Iacovella, C. McCabe, and P. T. Cummings, “A Hierarchical, Component Based Approach to Screening Properties of Soft Matter,” in Foundations of Molecular Modeling and Simulation, 2016, pp. 79–92.
[5] C. Klein, A. Z. Summers, T. Ma, C. R. Iacovella, and J. Sallai, “mBuild.” [Online]. Available: https://github.com/mosdef-hub/mbuild.
[6] C. Klein, A. Z. Summers, T. Ma, C. R. Iacovella, and J. Sallai, “Foyer.” [Online]. Available: https://github.com/mosdef-hub/foyer.
[7] C. S. Adorf and P. Dodd, “Signac-Flow.” [Online]. Available: https://bitbucket.org/glotzer/signac-flow.
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