Another strategy that we investigated was on-the-fly clustering to identify when multiple basin hopping trajectories, starting from different QR starting structures, encounter each other and thus sample the same local region of configuration space. This could lead to loss of efficiency compared to the situation where all BH trajectories sample different parts of the energy surface.