activity
20082024
most citedTurbulence correction with artificial neural networks

145 citations · 992 across the 45 of their papers we have counts for

collaborators

45 papers

physics.optics2024

Classification of Single Photons in Higher-Order Spatial Modes via Convolutional Neural Networks

Manon P. Bart, Sita Dawanse, Nicholas J. Savino +7

Spatial modes are a promising candidate for encoding information for classical and quantum optical communication due to their potential high information capacity. Unfortunately, co…

quant-ph2023

ManQala: Game-Inspired Strategies for Quantum State Engineering

Onur Danaci, Wenlei Zhang, Robert Coleman +6

The ability to prepare systems in specific target states through quantum engineering is essential for realizing the new technologies promised by a second quantum revolution. Here,…

quant-ph2022★ 8 cited

Demonstration of machine-learning-enhanced Bayesian quantum state estimation

Sanjaya Lohani, Joseph M. Lukens, Atiyya A. Davis +6

Machine learning (ML) has found broad applicability in quantum information science in topics as diverse as experimental design, state classification, and even studies on quantum fo…

cs.LG2022★ 2 cited

Deep learning for enhanced free-space optical communications

Manon P. Bart, Nicholas J. Savino, Paras Regmi +8

Atmospheric effects, such as turbulence and background thermal noise, inhibit the propagation of coherent light used in ON-OFF keying free-space optical communication. Here we pres…

physics.optics2022★ 8 cited

Robust Free-Space Optical Communication Utilizing Polarization

Nicholas J. Savino, Jacob M. Leamer, Ravi K. Saripalli +3

Free-space optical (FSO) communication can be subject to various types of distortion and loss as the signal propagates through non-uniform media. In experiment and simulation, we d…

quant-ph2022

Dimension-adaptive machine-learning-based quantum state reconstruction

Sanjaya Lohani, Sangita Regmi, Joseph M. Lukens +3

We introduce an approach for performing quantum state reconstruction on systems of qubits using a machine-learning-based reconstruction system trained exclusively on qubits…