Nanomaterials (Jul 2024)

Michelson Interferometric Methods for Full Optical Complex Convolution

  • Haoyan Kang,
  • Hao Wang,
  • Jiachi Ye,
  • Zibo Hu,
  • Jonathan K. George,
  • Volker J. Sorger,
  • Maria Solyanik-Gorgone,
  • Behrouz Movahhed Nouri

DOI
https://doi.org/10.3390/nano14151262
Journal volume & issue
Vol. 14, no. 15
p. 1262

Abstract

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Optical real-time data processing is advancing fields like tensor algebra acceleration, cryptography, and digital holography. This technology offers advantages such as reduced complexity through optical fast Fourier transform and passive dot-product multiplication. In this study, the proposed Reconfigurable Complex Convolution Module (RCCM) is capable of independently modulating both phase and amplitude over two million pixels. This research is relevant for applications in optical computing, hardware acceleration, encryption, and machine learning, where precise signal modulation is crucial. We demonstrate simultaneous amplitude and phase modulation of an optical two-dimensional signal in a thin lens’s Fourier plane. Utilizing two spatial light modulators (SLMs) in a Michelson interferometer placed in the focal plane of two Fourier lenses, our system enables full modulation in a 4F system’s Fourier domain. This setup addresses challenges like SLMs’ non-linear inter-pixel crosstalk and variable modulation efficiency. The integration of these technologies in the RCCM contributes to the advancement of optical computing and related fields.

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