Shape design of a reflecting surface using Bayesian Optimization
Abstract:
Optimizing free-from shapes of photonic nanostructures is a high-dimensional problem. We present a Bayesian optimization algorithm with a hyper-parameter learning routine. We apply the algorithm for optimizing the shape of a reflecting meta-surface. The algorithm exhibits efficient performance.
| Zugehörige Institution(en) am KIT | Institut für Nanotechnologie (INT) Institut für Theoretische Festkörperphysik (TFP) |
| Publikationstyp | Zeitschriftenaufsatz |
| Publikationsjahr | 2018 |
| Sprache | Englisch |
| Identifikator | ISSN: 1742-6588, 1742-6596 urn:nbn:de:swb:90-812516 KITopen-ID: 1000081251 |
| HGF-Programm | 43.23.01 (POF III, LK 01) Advanced Optical Lithography+Microscopy |
| Erschienen in | Journal of physics / Conference Series |
| Verlag | Institute of Physics Publishing Ltd (IOP Publishing Ltd) |
| Band | 963 |
| Heft | 1 |
| Seiten | Art.Nr. 012003 |
| Nachgewiesen in | Scopus Dimensions |