Statistical learning of engineered topological phases in the kagome superlattice of AVSb
arXiv:2110.10171 · doi:10.1038/s41524-022-00745-3
Abstract
Recent experimental findings have reported the presence of unconventional charge orders in the enlarged () unit-cell of kagome metals AVSb (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 AVSb family. Simultaneously, we predict new higher-order topological phases that may be realized by appropriately manipulating the currently known systems.
References in corpus (39)
- Topological Order and the Quantum Spin Hall Effect
- Solving the Quantum Many-Body Problem with Artificial Neural Networks
- Quantum Spin Liquids
- Machine learning phases of matter
- Chern Numbers in Discretized Brillouin Zone: Efficient Method of Computing (Spin) Hall Conductances
- Fractionalized excitations in the spin liquid state of a kagomé lattice antiferromagnet
- Quantum Spin Liquids
- CsVSb: a topological kagome metal with a superconducting ground state
- Discovery of unconventional chiral charge order in kagome superconductor KV3Sb5
- Herbertsmithite and the Search for the Quantum Spin Liquid
- Cascade of correlated electron states in a kagome superconductor CsV3Sb5
- Unconventional Fermi surface instabilities in the Kagome Hubbard Model
- Time-reversal symmetry-breaking charge order in a kagome superconductor
- Superconductivity in the kagome metal KVSb
- Quantum magnetism in the paratacamite family: towards an ideal kagome lattice
- Superconductivity and normal-state properties of kagome metal RbV3Sb5 single crystals
- Chiral flux phase in the Kagome superconductor AVSb
- Analysis of Charge Order in the Kagome Metal VSb (K,Rb,Cs)
- Electronic instabilities of kagome metals: saddle points and Landau theory
- Identifying topological order through unsupervised machine learning
- Rotation symmetry breaking in the normal state of a kagome superconductor KV3Sb5
- Kagome superconductors AVSb (A=K, Rb, Cs)
- Complex charge density waves at Van Hove singularity on hexagonal lattices: Haldane-model phase diagram and potential realization in kagome metals
- Theoretical prediction of a strongly correlated Dirac metal
- Electronic nature of chiral charge order in the kagome superconductor CsV3Sb5
- Intrinsic nature of chiral charge order in the kagome superconductor RbV3Sb5
- Machine learning vortices at the Kosterlitz-Thouless transition
- Theory of the charge-density wave in VSb kagome metals
- Machine Learning in Electronic Quantum Matter Imaging Experiments
- Observation of non-Abelian topological semimetals and their phase transitions
- First-principles determination of Heisenberg Hamiltonian parameters for the spin-1/2 kagome antiferromagnet ZnCu3(OH)6Cl2
- Evidence of a hidden flux phase in the topological kagome metal CsVSb
- Coexistence of Multiple Stacking Charge Density Waves in Kagome Superconductor
- Unsupervised identification of topological order using predictive models
- Role of Sb in the superconducting kagome metal CsVSb revealed by its anisotropic compression
- Prospect of quantum anomalous Hall and quantum spin Hall effect in doped kagome lattice Mott insulators
- Gapless excitations inside the fully gapped kagome superconductors AVSb
- Engineering Topological Phases Guided by Statistical and Machine Learning Methods
- Low-energy effective theory and symmetry classification of flux phases on Kagome lattice
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- Origin of -shifted three-dimensional charge density waves in kagome metal AVSb
- Detecting topological phases in the square-octagon lattice with statistical methods
- Inter-Layer Correlation of Loop Current Charge Density Wave on the Bilayer Kagomé Lattice
- Charge-density waves in kagome-lattice extended Hubbard models at the van Hove filling