Wafers, platelets, rods and spheres: Using DFTB to determine the structural minima of atomic clusters Koblar A. Jackson, jackson@phy.cmich.edu, Physics Department, Central Michigan University, Mt. Pleasant, MI 48859 We have developed a completely unbiased search method for finding the most stable structure of intermediate-sized atomic clusters. The method takes advantage of the relative speed of the density functional-based tight binding (DFTB) method to identify a large number of low-lying local minima on the DFTB energy surface. It then exploits the density functional theory (DFT) foundation of the DFTB to make the jump to the DFT energy surface, so as to result in the fully optimized ground state structure at the DFT level of theory. The power of the method will be illustrated through applications to Sin and Cun, systems which show a fascinating array of cluster shapes. In both cases, the predicted ground state structures are validated by comparing calculated results to structurally sensitive experimental data such as ionization potentials, ion mobilities, vertical detachment energies and photoelectron spectra.