Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination

Roel Hacking; Lisa Kusch; Koondanibha Mitra; Martijn Anthonissen; Wilbert IJzerman

doi:10.1364/FREEFORM.2025.FrW4A.4

Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review

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A novel computational approach for designing reflectors for finite two-dimensional light sources in far-field illumination is proposed. The reflector is parameterized as a multilayer perceptron, and an energy-conserving loss function is optimized, outperforming deconvolution methods.

Originele taal-2	Engels
Titel	Optica Design and Fabrication Congress 2025 (FlatOptics, Freeform, OFT)
Uitgeverij	Optica Publishing Group
Aantal pagina's	2
ISBN van elektronische versie	978-1-957171-45-6
DOI's	https://doi.org/10.1364/FREEFORM.2025.FrW4A.4
Status	Gepubliceerd - 2025
Evenement	2025 Freeform Optics, Freeform 2025 - Denver, Verenigde Staten van Amerika Duur: 16 jun. 2025 → 19 jun. 2025

Congres

Congres	2025 Freeform Optics, Freeform 2025
Land/Regio	Verenigde Staten van Amerika
Stad	Denver
Periode	16/06/25 → 19/06/25

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© Optica Publishing Group 2025 © 2025 The Author(s)

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10.1364/FREEFORM.2025.FrW4A.4

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title = "Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination",

abstract = "A novel computational approach for designing reflectors for finite two-dimensional light sources in far-field illumination is proposed. The reflector is parameterized as a multilayer perceptron, and an energy-conserving loss function is optimized, outperforming deconvolution methods.",

author = "Roel Hacking and Lisa Kusch and Koondanibha Mitra and Martijn Anthonissen and Wilbert IJzerman",

note = "Publisher Copyright: {\textcopyright} Optica Publishing Group 2025 {\textcopyright} 2025 The Author(s); 2025 Freeform Optics, Freeform 2025 ; Conference date: 16-06-2025 Through 19-06-2025",

year = "2025",

doi = "10.1364/FREEFORM.2025.FrW4A.4",

language = "English",

booktitle = "Optica Design and Fabrication Congress 2025 (FlatOptics, Freeform, OFT)",

publisher = "Optica Publishing Group",

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}

Hacking, R , Kusch, L , Mitra, K , Anthonissen, M & IJzerman, W 2025, Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination. in Optica Design and Fabrication Congress 2025 (FlatOptics, Freeform, OFT)., FrW4A.4, Optica Publishing Group, 2025 Freeform Optics, Freeform 2025, Denver, Verenigde Staten van Amerika, 16/06/25. https://doi.org/10.1364/FREEFORM.2025.FrW4A.4

TY - GEN

T1 - Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination

AU - Hacking, Roel

AU - Kusch, Lisa

AU - Mitra, Koondanibha

AU - Anthonissen, Martijn

AU - IJzerman, Wilbert

PY - 2025

Y1 - 2025

N2 - A novel computational approach for designing reflectors for finite two-dimensional light sources in far-field illumination is proposed. The reflector is parameterized as a multilayer perceptron, and an energy-conserving loss function is optimized, outperforming deconvolution methods.

AB - A novel computational approach for designing reflectors for finite two-dimensional light sources in far-field illumination is proposed. The reflector is parameterized as a multilayer perceptron, and an energy-conserving loss function is optimized, outperforming deconvolution methods.

UR - https://www.scopus.com/pages/publications/105032385853

U2 - 10.1364/FREEFORM.2025.FrW4A.4

DO - 10.1364/FREEFORM.2025.FrW4A.4

M3 - Conference contribution

AN - SCOPUS:105032385853

BT - Optica Design and Fabrication Congress 2025 (FlatOptics, Freeform, OFT)

PB - Optica Publishing Group

T2 - 2025 Freeform Optics, Freeform 2025

Y2 - 16 June 2025 through 19 June 2025

ER -

Neural-Network Based Reflector Design for Finite 2D Sources in Far-Field Illumination

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