Spatially driven chemical species tomography with size-adaptive hybrid meshing scheme

Rui Zhang, Jingjing Si, Godwin Enemali, Yong Bao, Chang Liu*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

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Abstract

This paper develops a size-adaptive hybrid meshing scheme for Chemical Species Tomography (CST) that is driven by the customized spatial resolution of the sensing region. Traditionally, the entire sensing region in CST is uniformly discretized with the empirically determined density of the meshes. Such a discretization results in a) waste of computational efforts on the less spatially resolved location; and b) much severer rank deficiency. To solve the above-mentioned issues, we introduce, for the first time, a size-adaptive hybrid meshing scheme for CST. Driven by the spatial resolution, dense meshes are deployed in the region of interest (RoI) to detail the target flow field while sparse ones are deployed out of the RoI to fully consider the physically existing laser absorption. The proposed scheme is numerically validated using a CST sensor with 128 laser beams. The visual and quantitative metric comparisons show that the proposed hybrid-size meshing scheme outperforms the traditionally uniform-size meshing scheme, giving 35% lower image error and 38% less significant dislocation at a typical 35 dB signal-to-noise ratio in the RoI. The proposed hybrid-size meshing scheme significantly facilitates the reconstruction of the industrial combustion processes where the combustion zone is bypassed by cooling flows. In these scenarios, the proposed scheme can adapt a finer resolution to detail the combustion zone, while maintaining the integrity of the physical model by less resolved reconstruction of the bypass flows.
Original languageEnglish
Pages (from-to)12728-12737
Number of pages10
JournalIEEE Sensors Journal
Volume22
Issue number13
Early online date18 May 2022
DOIs
Publication statusPublished - 1 Jul 2022

Keywords

  • chemical species tomography
  • tunable diode laser absorption spectroscopy
  • region of interest
  • spatial resolution

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