most citedExperimental phase control of a 100 laser beam array with quasi-reinforcement learning of a neural network in an error reduction loop

64 citations · 64 across the 2 of their papers we have counts for

collaborators

2 papers

math.NA2026

Neural Network Preconditioning: A Case Study for the Solution of the Parametric Helmholtz Equation

Luc Giraud, Carola Kruse, Paul Mycek +2

This work presents a hybrid numerical approach for solving linear systems arising from the discretization of the two-dimensional parametric Helmholtz equation. A convolutional neur…

physics.optics2020★ 64 cited

Experimental phase control of a 100 laser beam array with quasi-reinforcement learning of a neural network in an error reduction loop

Maksym Shpakovych, Geoffrey Maulion, Vincent Kermene +4

An innovative scheme is proposed for the dynamic control of phase in two-dimensional laser beam array. It is based on a simple neural network that predicts the complex field array…