Rapid Exploration of Topological Band Structures Using Deep Learning
Vittorio Peano, Florian Sapper, Florian Marquardt
Abstract
A neural network maps arbitrary nanostructure patterns to their wave band structures and finds geometries that support desired wave propagation behavior, a key advance in tailoring wave transport in nanodevices.
Topics & Concepts
Deep learningComputer scienceKey (lock)Topology (electrical circuits)Artificial intelligenceArtificial neural networkNanostructurePhysicsWave propagationDeep neural networksMulti bandElectronic band structureAlgorithmNetwork structureNetwork topologyBackpropagationTopological Materials and PhenomenaAcoustic Wave Phenomena ResearchQuasicrystal Structures and Properties