Single-pixel orbital angular momentum detection in the temporal domain

Abstract Orbital angular momentum (OAM) beam’s spatial information captured using a camera, employs millions of single-pixel detectors arranged in a two-dimensional matrix. Poses challenges in OAM detection due to significant storage requirements, reduced speed due to low frame rate, and increased post-processing time. To address this bottleneck, a novel OAM detection technique utilizing only a diffuser and a single-pixel fast photodiode (FPD) is reported. The sixteen OAM beams, <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mi>l</mml:mi> <mml:mo>=</mml:mo> <mml:mrow> <mml:mo>[</mml:mo> <mml:mrow> <mml:mo>−</mml:mo> <mml:mn>8</mml:mn> <mml:mo>+</mml:mo> <mml:mn>8</mml:mn> </mml:mrow> <mml:mo>]</mml:mo> </mml:mrow> </mml:mrow> </mml:math> interact with the rotating diffuser resulting in a temporally varying speckle field. The 1D temporal speckle information (TSI) has been segregated from the temporally varying 2D speckle pattern images for each beam. The segregated 1D TSI has been classified by employing a machine learning model and achieved a classification accuracy of 97.1% and 97.3% on simulated and experimental data respectively. To further validate the proposed single-pixel OAM detection method, the 1D TSI is captured directly using a FPD. The experimentally captured 1D TSI captured via photodiode has been classified by a lightweight custom-designed 1D convolutional neural network and achieved an increased classification accuracy of 96%. This approach redefines OAM detection, operating in the temporal domain with a single-pixel FPD, thereby significantly reducing storage and computational costs while promising high-speed OAM detection.

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Publication Details

Journal
Journal of Optics
Published
2024-12-10
DOI
https://doi.org/10.1088/2040-8986/ad9846
Citations
3
Primary Topic
Orbital Angular Momentum in Optics
Type
article
Field-Weighted Citation Impact
1.01

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article

Single-pixel orbital angular momentum detection in the temporal domain

Purnesh Singh Badavath, Vijay Kumar
3 citations
Journal of Optics
Orbital Angular Momentum in Optics
1.01
article

Single-pixel orbital angular momentum detection in the temporal domain

Purnesh Singh Badavath, Vijay Kumar
article en
3 citations

Abstract

Abstract Orbital angular momentum (OAM) beam’s spatial information captured using a camera, employs millions of single-pixel detectors arranged in a two-dimensional matrix. Poses challenges in OAM detection due to significant storage requirements, reduced speed due to low frame rate, and increased post-processing time. To address this bottleneck, a novel OAM detection technique utilizing only a diffuser and a single-pixel fast photodiode (FPD) is reported. The sixteen OAM beams, <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mrow> <mml:mi>l</mml:mi> <mml:mo>=</mml:mo> <mml:mrow> <mml:mo>[</mml:mo> <mml:mrow> <mml:mo>−</mml:mo> <mml:mn>8</mml:mn> <mml:mo>+</mml:mo> <mml:mn>8</mml:mn> </mml:mrow> <mml:mo>]</mml:mo> </mml:mrow> </mml:mrow> </mml:math> interact with the rotating diffuser resulting in a temporally varying speckle field. The 1D temporal speckle information (TSI) has been segregated from the temporally varying 2D speckle pattern images for each beam. The segregated 1D TSI has been classified by employing a machine learning model and achieved a classification accuracy of 97.1% and 97.3% on simulated and experimental data respectively. To further validate the proposed single-pixel OAM detection method, the 1D TSI is captured directly using a FPD. The experimentally captured 1D TSI captured via photodiode has been classified by a lightweight custom-designed 1D convolutional neural network and achieved an increased classification accuracy of 96%. This approach redefines OAM detection, operating in the temporal domain with a single-pixel FPD, thereby significantly reducing storage and computational costs while promising high-speed OAM detection.

Journal of OpticsVol. 27(1)
National Institute of Technology Warangal (IN)
Science and Engineering Research Board
Openalex Percentile: Top 23%
Orbital Angular Momentum in Optics
1.01
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