TY - GEN
T1 - Identifying Topology of Photonic Lattices with Machine and Deep Learning
AU - Smirnov, Lev A.
AU - Smolina, Ekaterina O.
AU - Leykam, Daniel
AU - Smirnova, Daria A.
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Topological photonics paves the way towards efficient optical processing of information due to the particular robustness of topological states of light against various forms of disorder [1]. This robustness can be characterized by the quantized topological invariants. Thus, extracting topological invariants constitutes an important task in diagnostics of experimental samples from both the fundamental and applied perspectives. Here, we propose an alternative to traditional methods of probing the topological invariant (such as band tomography) by using instead machine learning techniques [2].
AB - Topological photonics paves the way towards efficient optical processing of information due to the particular robustness of topological states of light against various forms of disorder [1]. This robustness can be characterized by the quantized topological invariants. Thus, extracting topological invariants constitutes an important task in diagnostics of experimental samples from both the fundamental and applied perspectives. Here, we propose an alternative to traditional methods of probing the topological invariant (such as band tomography) by using instead machine learning techniques [2].
UR - http://www.scopus.com/inward/record.url?scp=85175706398&partnerID=8YFLogxK
U2 - 10.1109/CLEO/EUROPE-EQEC57999.2023.10232470
DO - 10.1109/CLEO/EUROPE-EQEC57999.2023.10232470
M3 - Conference contribution
T3 - 2023 Conference on Lasers and Electro-Optics Europe and European Quantum Electronics Conference, CLEO/Europe-EQEC 2023
BT - 2023 Conference on Lasers and Electro-Optics Europe and European Quantum Electronics Conference, CLEO/Europe-EQEC 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2023 Conference on Lasers and Electro-Optics Europe and European Quantum Electronics Conference, CLEO/Europe-EQEC 2023
Y2 - 26 June 2023 through 30 June 2023
ER -