TY - JOUR A1 - Mertz, Thomas A1 - Wunderlich, Paul A1 - Bhattacharyya, Shinibali A1 - Ferrari, Francesco A1 - Valentí, Roser T1 - Statistical learning of engineered topological phases in the kagome superlattice of AV3Sb5 T2 - npj computational materials N2 - Recent experimental findings have reported the presence of unconventional charge orders in the enlarged (2 × 2) unit-cell of kagome metals AV3Sb5 (A = K, Rb, Cs) and hinted towards specific topological signatures. Motivated by these discoveries, we investigate the types of topological phases that can be realized in such kagome superlattices. In this context, we employ a recently introduced statistical method capable of constructing topological models for any generic lattice. By analyzing large data sets generated from symmetry-guided distributions of randomized tight-binding parameters, and labeled with the corresponding topological index, we extract physically meaningful information. We illustrate the possible real-space manifestations of charge and bond modulations and associated flux patterns for different topological classes, and discuss their relation to present theoretical predictions and experimental signatures for the AV3Sb5 family. Simultaneously, we predict higher-order topological phases that may be realized by appropriately manipulating the currently known systems. KW - Electronic properties and materials KW - Topological insulators Y1 - 2022 UR - http://publikationen.ub.uni-frankfurt.de/frontdoor/index/index/docId/69524 UR - https://nbn-resolving.org/urn:nbn:de:hebis:30:3-695244 SN - 2057-3960 N1 - Open Access funding enabled and organized by Projekt DEAL. VL - 8 IS - art. 66 SP - 1 EP - 6 PB - Nature Publ. Group CY - London ER -