4.7 Article

Relative Entropy Regularized TDLAS Tomography for Robust Temperature Imaging

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIM.2020.3037950

关键词

Laser absorption spectroscopy; regularization; relative entropy; temperature imaging; tomography; two-line thermometry

资金

  1. U.K. Engineering and Physical Sciences Research Council [EP/P001661/1]
  2. European Union [JTI-CS2-2017-CFP06-ENG-03-16]
  3. EPSRC [EP/P001661/1] Funding Source: UKRI

向作者/读者索取更多资源

TDLAS tomography is widely used for combustion diagnostics, but noise effects from ill-posed data inversion can generate artifacts in retrieved temperature images. The Relative Entropy Tomographic RecOnstruction (RETRO) algorithm improves the quality and robustness of temperature images by introducing relative entropy regularization.
Tunable diode laser absorption spectroscopy (TDLAS) tomography has been widely used for in situ combustion diagnostics, yielding images of both species concentration and temperature. The temperature image is generally obtained from the reconstructed absorbance distributions for two spectral transitions, i.e., two-line thermometry. However, the inherently ill-posed nature of tomographic data inversion leads to noise in each of the reconstructed absorbance distributions. These noise effects propagate into the absorbance ratio and generate artifacts in the retrieved temperature image. To address this problem, we have developed a novel algorithm, which we call Relative Entropy Tomographic RecOnstruction (RETRO), for TDLAS tomography. A relative entropy regularization is introduced for high-fidelity temperature image retrieval from jointly reconstructed two-line absorbance distributions. We have carried out numerical simulations and proof-of-concept experiments to validate the proposed algorithm. Compared with the well-established simultaneous algebraic reconstruction technique (SART), the RETRO algorithm significantly improves the quality of the tomographic temperature images, exhibiting excellent robustness against TDLAS tomographic measurement noise. RETRO offers great potential for industrial field applications of TDLAS tomography, where it is common for measurements to be performed in very harsh environments.

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