A proper orthogonal decomposition for parametric study of the mechanical behavior of nanowires
Jin Hwan Ko, Kwangsub Jung, Seongseop Kim, Wonbae Kim, Maenghyo Cho*
The Journal of Mechanical Science and Technology, vol. 25, no. 1, pp.157-162, 2011
Abstract : Molecular dynamics (MD) simulation is frequently used in exploring the mechanical behaviors of nanowires, which have strong dependency
on parameters such as size, strain-rate, temperature, and so on. However, the MD simulations require heavy computation power.
For efficient parametric study on the mechanical behaviors, the use of a snapshot-based proper orthogonal decomposition (POD) is
proposed. Per-atom virial stress and atom arrangement, which are chosen as the snapshots in this study, are expressed by the linear combinations
of POD basis. As a next step, the moving least square method approximates the corresponding POD coefficients. The mechanical
behaviors are then predicted by these POD expressions in the parametric ranges of interest. It is demonstrated from the parametric
study that the proposed method not only obtains the snapshots but also predicts the abrupt drop-down of stress at the onset of inelastic
deformation more efficiently than the original tedious repeated MD simulations.
Keyword : Proper orthogonal decomposition; Moving least square; Molecular dynamics simulation; Nanowire |