We have not pursued more advanced approaches to select the basin hopping temperature here. An adaptive approach might be required, with temperature changing through the simulation to maintain a targeted acceptance ratio of Monte Carlo steps. However, we have presented a method, which we call on-the-fly clustering, that adapts the length of BH trajectories to avoid overlap of trajectories sampling the same region of the energy landscape.