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ML-Enhanced Wide Dynamic Range C1 -C5 Alkanes Analyzer

  • Mohamed Sy
  • , Mohammed S. Khan
  • , Ali Elkhazraji
  • , Pan Luo
  • , Ibrahim Atwah
  • , Aamir Farooq*
    • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Scopus citations

Abstract

A laser-based sensor, utilizing integrated multi-pass/single-pass setup and an enhanced 1-D CNN model, provides interference-resistant, selective detection of C1-C5 alkanes and their isomers across broad dynamic ranges, achieving over 95% accuracy under varying conditions.

Original languageEnglish
Title of host publicationOptical Sensors - Proceedings Optica Sensing Congress 2025
PublisherOptical Society of America
ISBN (Electronic)9781957171470
DOIs
StatePublished - 2025
Externally publishedYes
Event2025 Optical Sensors, Sensors 2025 - Long Beach, United States
Duration: 20 Jul 2025 → 24 Jul 2025

Publication series

NameOptical Sensors - Proceedings Optica Sensing Congress 2025

Conference

Conference2025 Optical Sensors, Sensors 2025
Country/TerritoryUnited States
CityLong Beach
Period20/07/25 → 24/07/25

Bibliographical note

Publisher Copyright:
© Optica Publishing Group 2025.

ASJC Scopus subject areas

  • General Computer Science
  • Space and Planetary Science
  • Control and Systems Engineering
  • Electrical and Electronic Engineering
  • Electronic, Optical and Magnetic Materials
  • Instrumentation

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