Classifying beams carrying orbital angular momentum with machine learning: tutorial

S Avramov-Zamurovic, JM Esposito… - Journal of the Optical …, 2022 - opg.optica.org
This tutorial discusses optical communication systems that propagate light carrying orbital
angular momentum through random media and use machine learning (aka artificial …

Deep learning enhanced Rydberg multifrequency microwave recognition

ZK Liu, LH Zhang, B Liu, ZY Zhang, GC Guo… - Nature …, 2022 - nature.com
Recognition of multifrequency microwave (MW) electric fields is challenging because of the
complex interference of multifrequency fields in practical applications. Rydberg atom-based …

Review of vortex beam orbital angular momentum mode detection methods

J Lv, C Liu, M Shen, D Wang, G Si, Q Ou - Materials Today …, 2024 - Elsevier
Orbital angular momentum (OAM) is a new physical dimension that has revolutionized
optical communication. This paper presents the common vortex beams (VBs) and the state …

Deep-learning-assisted communication capacity enhancement by non-orthogonal state recognition of structured light

H Wang, Z Zhan, Y Shen, J Hu, X Fu, Q Liu - Optics Express, 2022 - opg.optica.org
In light of pending capacity crunch in information era, orbital-angular-momenta-carrying
vortex beams are gaining traction thanks to enlarged transmission capability. However, high …

Deep-learning-based recognition of multi-singularity structured light

H Wang, X Yang, Z Liu, J Pan, Y Meng, Z Shi, Z Wan… - …, 2022 - degruyter.com
Structured light with customized topological patterns inspires diverse classical and quantum
investigations underpinned by accurate detection techniques. However, the current …

Spin to orbital angular momentum transfer in frequency up-conversion

B Pinheiro da Silva, WT Buono, LJ Pereira… - …, 2022 - degruyter.com
We demonstrate the spin to orbital angular momentum transfer in frequency upconversion
with structured light beams. A vector vortex is coupled to a circularly polarized Gaussian …

Speckle-based structured light shift-keying for non-line-of-sight optical communication

PS Badavath, V Raskatla, TP Chakravarthy… - Applied Optics, 2023 - opg.optica.org
We report an experimental proof of concept for speckle-based one-to-three non-line-of-sight
(NLOS) free space optical (FSO) communication channels employing structured light shift …

Regression of high-dimensional angular momentum states of light

D Zia, R Checchinato, A Suprano, T Giordani… - Physical Review …, 2023 - APS
The orbital angular momentum (OAM) of light is an infinite-dimensional degree of freedom of
light with several applications in both classical and quantum optics. However, to fully take …

Speckle-learned convolutional neural network for the recognition of intensity degenerate orbital angular momentum modes

V Raskatla, PS Badavath, V Kumar - Optical Engineering, 2023 - spiedigitallibrary.org
Intensity degenerate orbital angular momentum (OAM) modes are impossible to recognize
by direct visual inspection even using available machine learning techniques. We are …

Recognition of orbital-angular-momentum modes with different topological charges and their unknown superpositions via machine learning

LF Zhang, YY Lin, ZY She, ZH Huang, JZ Li, X Luo… - Physical Review A, 2021 - APS
Light beams carrying orbital-angular-momentum (OAM) play an important role in optical
manipulation and communication owing to their unbounded state space. However, it is still …