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Concentration Imaging of Multiple Gases from H2O Absorption Spectrum Coupled with CFD Model

  • Beihang University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Tunable diode laser absorption spectroscopy (TDLAS) tomography is a well-proven combustion diagnosis method, but has difficulty especially in the simultaneous imaging of multi-component concentration. In this work, a prediction method was proposed for concentration imaging of multiple gases from H2O absorption spectrum coupled with the computational fluid dynamics (CFD) model. CFD simulations of methane/air Bunsen burner flames were implemented to reveal the relationship among mole fractions of multiple gases based on the chemical reaction mechanism in the combustion process. The distributions of H20, CO2, and CO mole fractions at different equivalence ratios and axial heights were then obtained as references. A back propagation (BP) neural network was trained to predict projection values of CO2 and CO mole fractions from integral absorbances of H2O spectrum centered at 7185.6 cm-1 and 7444.4 cm-1 along the same projections. And the datasets for network training and testing were generated using a pentagonal fan beam arrangement derived from a real TDLAS tomographic sensor. Eventually, distributions of flame temperature as well as H20, CO2, and CO mole fractions were reconstructed by using the measured integral absorbances and predicted mole fraction projection values. Reconstructed images at different noise levels in the numerical simulation showed high structural similarities with the reference images provided by CFD models.

Original languageEnglish
Title of host publicationIST 2022 - IEEE International Conference on Imaging Systems and Techniques, Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665481021
DOIs
StatePublished - 2022
Event2022 IEEE International Conference on Imaging Systems and Techniques, IST 2022 - Virtual, Online, Taiwan, Province of China
Duration: 21 Jun 202223 Jun 2022

Publication series

NameIST 2022 - IEEE International Conference on Imaging Systems and Techniques, Proceedings

Conference

Conference2022 IEEE International Conference on Imaging Systems and Techniques, IST 2022
Country/TerritoryTaiwan, Province of China
CityVirtual, Online
Period21/06/2223/06/22

Keywords

  • back propagation neural network
  • computational fluid dynamics
  • multi-component concentration reconstruction
  • temperature reconstruction
  • tunable diode laser absorption spectroscopy tomography

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