A new two-dimensional (2D) material, borophene (2D boron sheet), has been grown successfully recently on single crystal Ag substrates by two parallel experiments [Mannix , 2015, , 1513] [Feng , 2016, ]. Three main structures have been proposed (, and striped borophene). However, the stability of three structures is still in debate. Using first principles calculations, we examine the dynamical, thermodynamical and mechanical stability of , and striped borophene. Free-standing and borophene is dynamically, thermodynamically, and mechanically stable, while striped borophene is dynamically and thermodynamically unstable due to high stiffness along direction. The origin of high stiffness and high instability in striped borophene along direction can both be attributed to strong directional bonding. This work provides a benchmark for examining the relative stability of different structures of borophene.

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