Physics-trained neural network for sparse-view volumetric laser absorption imaging of species and temperature in reacting flows

C Wei, KK Schwarm, DI Pineda, RM Spearrin - Optics Express, 2021 - opg.optica.org
A deep learning method for laser absorption tomography was developed to effectively
integrate physical priors related to flow-field thermochemistry and transport. Mid-fidelity …

Deep neural network inversion for 3D laser absorption imaging of methane in reacting flows

C Wei, KK Schwarm, DI Pineda, RM Spearrin - Optics letters, 2020 - opg.optica.org
Mid-infrared laser absorption imaging of methane in flames is performed with a learning-
based approach to the limited view-angle inversion problem. A deep neural network is …

Volumetric laser absorption imaging of temperature, CO and CO2 in laminar flames using 3D masked Tikhonov regularization

C Wei, KK Schwarm, DI Pineda, RM Spearrin - Combustion and Flame, 2021 - Elsevier
Mid-infrared laser absorption imaging of flame temperature and species concentration is
expanded to three dimensions with linear tomographic methods using Tikhonov …

Tomographic laser absorption imaging of combustion species and temperature in the mid-wave infrared

C Wei, DI Pineda, CS Goldenstein, RM Spearrin - Optics express, 2018 - opg.optica.org
In this work, laser absorption spectroscopy techniques are expanded in spatial resolution
capability by utilizing a high-speed infrared camera to image flow fields backlit with tunable …

Hierarchical temperature imaging using pseudoinversed convolutional neural network aided TDLAS tomography

J Si, G Li, Y Cheng, R Zhang… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
As an in situ combustion diagnostic tool, tunable diode laser absorption spectroscopy
(TDLAS) tomography has been widely used for imaging 2-D temperature distributions in …

2D mid-infrared laser-absorption imaging for tomographic reconstruction of temperature and carbon monoxide in laminar flames

RJ Tancin, RM Spearrin, CS Goldenstein - Optics Express, 2019 - opg.optica.org
This manuscript presents the design and initial application of a mid-infrared laser-absorption-
imaging (LAI) technique for two-dimensional (2D) measurements and tomographic …

U-Net applied to retrieve two-dimensional temperature and CO2 concentration fields of laminar diffusion flames

H Li, T Ren, X Liu, C Zhao - Fuel, 2022 - Elsevier
Direct absorption spectroscopy measurement of the 4. 3 μ m CO 2 using interband cascade
laser with a high spectral resolution, provides theoretical feasibility to retrieve the spatial …

[HTML][HTML] A tomographic technique for the simultaneous imaging of temperature, chemical species, and pressure in reactive flows using absorption spectroscopy with …

W Cai, CF Kaminski - Applied Physics Letters, 2014 - pubs.aip.org
This paper proposes a technique that can simultaneously retrieve distributions of
temperature, concentration of chemical species, and pressure based on broad bandwidth …

CSTNet: A dual-branch convolutional neural network for imaging of reactive flows using chemical species tomography

Y Jiang, J Si, R Zhang, G Enemali… - … on Neural Networks …, 2022 - ieeexplore.ieee.org
Chemical species tomography (CST) has been widely used for in situ imaging of critical
parameters, eg, species concentration and temperature, in reactive flows. However, even …

Time-resolved laser absorption imaging of ethane at 2 kHz in unsteady partially premixed flames

KK Schwarm, C Wei, DI Pineda, RM Spearrin - Applied Optics, 2019 - opg.optica.org
In this work, laser absorption imaging is expanded in temporal resolution capability to
kilohertz measurement rates by coupling sparsely sampled wavelength scanning and digital …