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Deep learning enabled design of complex transmission matrices for universal optical components

التفاصيل البيبلوغرافية
العنوان: Deep learning enabled design of complex transmission matrices for universal optical components
المؤلفون: Kevin Vynck, Philippe Lalanne, Jamie D. Reynolds, Otto L. Muskens, Nicholas J. Dinsdale, Martin Ebert, Graham T. Reed, Ioannis Zeimpekis, Peter R. Wiecha, David J. Thomson, Matthew Delaney
المساهمون: Optoelectronics Research Centre [Southampton] (ORC), University of Southampton, School of Physics and Astronomy [Southampton], Équipe Matériaux et Procédés pour la Nanoélectronique (LAAS-MPN), Laboratoire d'analyse et d'architecture des systèmes (LAAS), Université Toulouse Capitole (UT Capitole), Université de Toulouse (UT)-Université de Toulouse (UT)-Institut National des Sciences Appliquées - Toulouse (INSA Toulouse), Institut National des Sciences Appliquées (INSA)-Université de Toulouse (UT)-Institut National des Sciences Appliquées (INSA)-Université Toulouse - Jean Jaurès (UT2J), Université de Toulouse (UT)-Université Toulouse III - Paul Sabatier (UT3), Université de Toulouse (UT)-Centre National de la Recherche Scientifique (CNRS)-Institut National Polytechnique (Toulouse) (Toulouse INP), Université de Toulouse (UT)-Université Toulouse Capitole (UT Capitole), Université de Toulouse (UT), Laboratoire Photonique, Numérique et Nanosciences (LP2N), Université de Bordeaux (UB)-Institut d'Optique Graduate School (IOGS)-Centre National de la Recherche Scientifique (CNRS), LP2N_A2, LP2N_G6, Université Toulouse - Jean Jaurès (UT2J)-Université Toulouse 1 Capitole (UT1), Université Fédérale Toulouse Midi-Pyrénées-Université Fédérale Toulouse Midi-Pyrénées-Centre National de la Recherche Scientifique (CNRS)-Université Toulouse III - Paul Sabatier (UT3), Université Fédérale Toulouse Midi-Pyrénées-Institut National des Sciences Appliquées - Toulouse (INSA Toulouse), Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Institut National Polytechnique (Toulouse) (Toulouse INP), Université Fédérale Toulouse Midi-Pyrénées-Université Toulouse - Jean Jaurès (UT2J)-Université Toulouse 1 Capitole (UT1), Université Fédérale Toulouse Midi-Pyrénées
المصدر: ACS photonics
ACS photonics, 2021, 8 (1), pp.283-295. ⟨10.1021/acsphotonics.0c01481⟩
ACS photonics, American Chemical Society, 2021, 8 (1), pp.283-295. ⟨10.1021/acsphotonics.0c01481⟩
بيانات النشر: HAL CCSD, 2021.
سنة النشر: 2021
مصطلحات موضوعية: Computer science, FOS: Physical sciences, 02 engineering and technology, 01 natural sciences, Waveguide (optics), 010309 optics, Mesoscale and Nanoscale Physics (cond-mat.mes-hall), 0103 physical sciences, Electronic engineering, Electrical and Electronic Engineering, [PHYS.PHYS.PHYS-OPTICS]Physics [physics]/Physics [physics]/Optics [physics.optics], Silicon photonics, Multi-mode optical fiber, Condensed Matter - Mesoscale and Nanoscale Physics, business.industry, Computational Physics (physics.comp-ph), 021001 nanoscience & nanotechnology, Chip, Atomic and Molecular Physics, and Optics, Electronic, Optical and Magnetic Materials, Transmission (telecommunications), Neuromorphic engineering, Scalability, Photonics, 0210 nano-technology, business, Physics - Computational Physics, Optics (physics.optics), Physics - Optics, Biotechnology
الوصف: Recent breakthroughs in photonics-based quantum, neuromorphic and analogue processing have pointed out the need for new schemes for fully programmable nanophotonic devices. Universal optical elements based on interferometer meshes are underpinning many of these new technologies, however this is achieved at the cost of an overall footprint that is very large compared to the limited chip real estate, restricting the scalability of this approach. Here, we consider an ultracompact platform for low-loss programmable elements using the complex transmission matrix of a multi-port multimode waveguide. We propose a deep learning inverse network approach to design arbitrary transmission matrices using patterns of weakly scattering perturbations. The demonstrated technique allows control over both the intensity and phase in a multiport device at a four orders reduced device footprint compared to conventional technologies, thus opening the door for large-scale integrated universal networks.
13 pages, 6 figures + supporting information pdf
وصف الملف: text
اللغة: English
تدمد: 2330-4022
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::38bd117b1829aaa97f5dbd54523c8f8f
https://hal.science/hal-02994029
حقوق: OPEN
رقم الأكسشن: edsair.doi.dedup.....38bd117b1829aaa97f5dbd54523c8f8f
قاعدة البيانات: OpenAIRE
الوصف
تدمد:23304022