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

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

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.

源语言英语
主期刊名IST 2022 - IEEE International Conference on Imaging Systems and Techniques, Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781665481021
DOI
出版状态已出版 - 2022
活动2022 IEEE International Conference on Imaging Systems and Techniques, IST 2022 - Virtual, Online, 中国台湾
期限: 21 6月 202223 6月 2022

丛书

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

会议

会议2022 IEEE International Conference on Imaging Systems and Techniques, IST 2022
国家/地区中国台湾
Virtual, Online
时期21/06/2223/06/22

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