Spatiotemporal control of laser intensity using differentiable programming

Read full text
Authors: Kyle Glen Miller, Tomas E Gutierrez, Archis Joglekar, Amanda L. Elliott, D. H. Froula, John Palastro
Cited by: 3
References: 65

Abstract

Abstract Optical techniques for spatiotemporal control can produce laser pulses with custom amplitude, phase, or polarization structure. In nonlinear optics and plasma physics, the use of structured pulses typically follows a forward design approach, in which the efficacy of a known structure is analyzed for a particular application. Inverse approaches, in contrast, enable the discovery of new structures with the potential for superior performance. Here, an implementation of the unidirectional pulse propagation equation that supports automatic differentiation is combined with gradient-based optimization to design structured pulses with features that are advantageous for a range of nonlinear optical and plasma-based applications: (1) a longitudinally uniform intensity over an extended region, (2) a superluminal intensity peak that travels many Rayleigh ranges with constant duration, spot size, and amplitude, and (3) a laser pulse that ionizes a gas to form a uniform column of plasma. In the final case, optimizing the full spatiotemporal structure improves the performance by a factor of 15 compared to optimizing only spatial or only temporal structure, highlighting the advantage of spatiotemporal control.

Fields of Study & Subjects

Laser-Matter Interactions and Applications Laser-Plasma Interactions and Diagnostics Nonlinear Optical Materials Studies

Publication details

Journal / source
Machine Learning Science and Technology
Publisher
IOP Publishing
Volume
7
Issue
2
Pages
025014–025014
Publication date
18 February 2026
Language
EN