Investigation of Frequency Invariance in Automated Event Recognition Using Resonant Atomic Media

Xi Shen*, Julian Gamboa, Tabassom Hamidfar, Selim M. Shahriar

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Coherent excitation of a resonant medium yields a nonlinear response to the Fourier spectrum of the input signals. This property can be exploited to produce a 1D temporal correlator by applying two signals simultaneously, and subsequently reading out the state of the medium. This intricate process of nonlinear responses generates multiple time-delayed outputs, where we are only interested in the specific segment that pertains to the cross-correlation. To this end, the Schrödinger equation is used as a model to accurately determine the precise time code and location of the desired output. Here, we show via simulations how this may be used for 1D event recognition. By comparing a reference signal to a query signal, we can expect a prominent peak in the cross-correlation if there is a match. Such a system is inherently delay-invariant due to the properties of the Fourier transform but is not invariant to scaling in the time-domain (i.e., frequency shifting). We additionally show how frequency-shift invariant correlation can be achieved by pre-processing the input signals via the Mellin transform. This technique is tested using audio signals to achieve speech recognition, where invariance to frequency shifts means that individual phrases may be recognized independently of the voice of the speaker. This approach can be extended to three-dimensional video recognition systems for real-time event recognition. By utilizing the frequency-shift invariant technique, the system can effectively correlate videos with different time scales, making it applicable to various fields, such as surveillance and copyright plagiarism detection.

Original languageEnglish (US)
Title of host publicationPractical Holography XXXVIII
Subtitle of host publicationDisplays, Materials, and Applications
EditorsPierre-Alexandre J. Blanche, Seung-Hyun Lee
PublisherSPIE
ISBN (Electronic)9781510670808
DOIs
StatePublished - 2024
EventPractical Holography XXXVIII: Displays, Materials, and Applications 2024 - San Francisco, United States
Duration: Jan 30 2024Jan 31 2024

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume12910
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

ConferencePractical Holography XXXVIII: Displays, Materials, and Applications 2024
Country/TerritoryUnited States
CitySan Francisco
Period1/30/241/31/24

Keywords

  • Mellin transform
  • atomic resonant medium
  • automatic event recognition
  • speech recognition
  • temporal correlator

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

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