Three-dimensional rapid flame chemiluminescence tomography via deep learning

Experimental characterization of the spatiotemporal dynamics of a turbulent flame in a gas turbine model combustor using computed tomography of chemiluminescence

(2019) Can Ruan et al.   ENERGY

Optical frontend for a convolutional neural network

(2019) Shane Colburn et al.   APPLIED OPTICS

Online in situ prediction of 3-D flame evolution from its history 2-D projections via deep learning

(2019) Jianqing Huang et al.   JOURNAL OF FLUID MECHANICS

Reconstruction and analysis of non-premixed turbulent swirl flames based on kHz-rate multi-angular endoscopic volumetric tomography

(2019) Hecong Liu et al.   AEROSPACE SCIENCE AND TECHNOLOGY

Compressing convolutional neural networks using POD for the reconstruction of nonlinear tomographic absorption spectroscopy

(2019) Jianqing Huang et al.   COMPUTER PHYSICS COMMUNICATIONS

An Unsupervised Classification Method for Flame Image of Pulverized Coal Combustion Based on Convolutional Auto-Encoder and Hidden Markov Model

(2019) Tian Qiu et al.   Energies

Instantaneous 3D flame imaging by background-oriented schlieren tomography

(2018) Samuel J. Grauer et al.   COMBUSTION AND FLAME

On the regularization for nonlinear tomographic absorption spectroscopy

(2018) Jinghang Dai et al.   JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER

Reconstruction for limited-data nonlinear tomographic absorption spectroscopy via deep learning

(2018) Jianqing Huang et al.   JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER

Selection of regularization parameter for l 1 -regularized damage detection

(2018) Rongrong Hou et al.   JOURNAL OF SOUND AND VIBRATION

Toward real-time volumetric tomography for combustion diagnostics via dimension reduction

(2018) Tao Yu et al.   OPTICS LETTERS

Phase unwrapping in dual-wavelength digital holographic microscopy with total variation regularization

(2018) Rongli Guo et al.   OPTICS LETTERS

Recent advances in convolutional neural networks

(2018) Jiuxiang Gu et al.   PATTERN RECOGNITION

Rapid tomographic reconstruction based on machine learning for time-resolved combustion diagnostics

(2018) Tao Yu et al.   REVIEW OF SCIENTIFIC INSTRUMENTS

L1-norm based nonlinear reconstruction improves quantitative accuracy of spectral diffuse optical tomography

(2018) Wenqi Lu et al.   Biomedical Optics Express

Learning-based nonparametric autofocusing for digital holography

(2018) Zhenbo Ren et al.   Optica

Extended depth-of-field in holographic imaging using deep-learning-based autofocusing and phase recovery

(2018) Yichen Wu et al.   Optica

eHoloNet: a learning-based end-to-end approach for in-line digital holographic reconstruction

(2018) Hao Wang et al.   OPTICS EXPRESS

Regularized reconstruction based on joint L1 and total variation for sparse-view cone-beam X-ray luminescence computed tomography

(2018) Tianshuai Liu et al.   Biomedical Optics Express

Soot measurements in candle flames

(2017) M.C. Thomsen et al.   EXPERIMENTAL THERMAL AND FLUID SCIENCE

Low-Dose CT With a Residual Encoder-Decoder Convolutional Neural Network

(2017) Hu Chen et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Three-dimensional flame measurements with large field angle

(2017) Kuanliang Wang et al.   OPTICS EXPRESS

Three-dimensional dynamic measurements of CH* and C2* concentrations in flame using simultaneous chemiluminescence tomography

(2017) Ying Jin et al.   OPTICS EXPRESS

On the quantification of spatial resolution for three-dimensional computed tomography of chemiluminescence

(2017) Tao Yu et al.   OPTICS EXPRESS

Investigation of transient ignition processes in a model scramjet pilot cavity using simultaneous 100 kHz formaldehyde planar laser-induced fluorescence and CH * chemiluminescence imaging

(2017) Joseph D. Miller et al.   PROCEEDINGS OF THE COMBUSTION INSTITUTE

aLow-dose CT via convolutional neural network

(2017) Hu Chen et al.   Biomedical Optics Express

Deep-learning-based ghost imaging

(2017) Meng Lyu et al.   Scientific Reports

Experimental investigation of the response of laminar premixed flames to equivalence ratio oscillations

(2016) Holger Ax et al.   COMBUSTION AND FLAME

Chemical species tomography of turbulent flows: Discrete ill-posed and rank deficient problems and the use of prior information

(2016) Kyle J. Daun et al.   JOURNAL OF QUANTITATIVE SPECTROSCOPY & RADIATIVE TRANSFER

A Perspective on Deep Imaging

(2016) Ge Wang   IEEE Access

Capabilities and limitations of 3D flame measurements based on computed tomography of chemiluminescence

(2015) Xuesong Li et al.   COMBUSTION AND FLAME

Quantitative Assessment of Flame Stability Through Image Processing and Spectral Analysis

(2015) Duo Sun et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Deep learning

(2015) Yann LeCun et al.   NATURE

Multi-directional 3D flame chemiluminescence tomography based on lens imaging

(2015) Jia Wang et al.   OPTICS LETTERS

Volumetric imaging of turbulent reactive flows at kHz based on computed tomography

(2014) Xuesong Li et al.   OPTICS EXPRESS

100  kHz thousand-frame burst-mode planar imaging in turbulent flames

(2014) James B. Michael et al.   OPTICS LETTERS

A numerical study on the ability to predict the heat release rate using CH* chemiluminescence in non-sooting counterflow diffusion flames

(2013) Akter Hossain et al.   COMBUSTION AND FLAME

Laser induced phosphorescence imaging for the investigation of evaporating liquid flows

(2013) Alexandros Charogiannis et al.   EXPERIMENTS IN FLUIDS

Numerical and experimental validation of a three-dimensional combustion diagnostic based on tomographic chemiluminescence

(2013) Weiwei Cai et al.   OPTICS EXPRESS

Investigation of the kinetics of OH∗ and CH∗ chemiluminescence in hydrocarbon oxidation behind reflected shock waves

(2012) M. Bozkurt et al.   APPLIED PHYSICS B-LASERS AND OPTICS

On the quantification of OH*, CH*, and C2* chemiluminescence in flames

(2012) P. Nau et al.   APPLIED PHYSICS B-LASERS AND OPTICS

Simultaneous visualization of OH, CH, CH2O and toluene PLIF in a methane jet flame with varying degrees of turbulence

(2012) Johan Sjöholm et al.   PROCEEDINGS OF THE COMBUSTION INSTITUTE

The autoignition of practical fuels at HCCI conditions: High-pressure shock tube experiments and phenomenological modeling

(2011) A. Vandersickel et al.   FUEL

Parameter selection for total-variation-based image restoration using discrepancy principle

(2011) You-Wei Wen et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Turbulence and combustion interaction: High resolution local flame front structure visualization using simultaneous single-shot PLIF imaging of CH, OH, and CH2O in a piloted premixed jet flame

(2010) Z.S. Li et al.   COMBUSTION AND FLAME

Computed Tomography of Chemiluminescence (CTC): Instantaneous 3D measurements and Phantom studies of a turbulent opposed jet flame

(2010) J. Floyd et al.   COMBUSTION AND FLAME

High-resolution computed tomography of a turbulent reacting flow

(2010) T. D. Upton et al.   EXPERIMENTS IN FLUIDS

PIV measurement of separated flow over a blunt plate with different chord-to-thickness ratios

(2010) Liu Liu Shi et al.   JOURNAL OF FLUIDS AND STRUCTURES

Computed Tomography of Chemiluminescence (CTC): High resolution and instantaneous 3-D measurements of a Matrix burner

(2010) J. Floyd et al.   PROCEEDINGS OF THE COMBUSTION INSTITUTE

Effects of H2 or CO2 addition, equivalence ratio, and turbulent straining on turbulent burning velocities for lean premixed methane combustion

(2008) S.S. Shy et al.   COMBUSTION AND FLAME

CH∗ chemiluminescence modeling for combustion diagnostics

(2008) Venkata N. Nori et al.   PROCEEDINGS OF THE COMBUSTION INSTITUTE