Matthias Ihme
Professor of Mechanical Engineering, of Photon Science and, by courtesy, of Energy Science and Engineering
Bio
Large-eddy simulation and modeling of turbulent reacting flows, non-premixed flame, aeroacoustics and combustion generated noise, turbulence and fluid dynamics, numerical methods and high-order schemes.
Academic Appointments
-
Professor, Mechanical Engineering
-
Professor, Photon Science Directorate
-
Professor (By courtesy), Energy Science & Engineering
-
Principal Investigator, Stanford PULSE Institute
Professional Education
-
Ph.D, Stanford University, Mechanical Engineering (2008)
-
M.Sc., University of Erlangen, Germany, Computational Engineering (2002)
-
Dipl.-Ing., Munich University of Applied Sciences, Germany, Mechanical Engineering (2000)
2024-25 Courses
- Engineering Thermodynamics
ME 30 (Aut) - Turbulent Combustion
ME 471 (Win) -
Independent Studies (12)
- Directed Individual Study in Earth Systems
EARTHSYS 297 (Aut, Win, Spr, Sum) - Engineering Problems
ME 391 (Aut, Win, Spr, Sum) - Engineering Problems and Experimental Investigation
ME 191 (Aut, Win, Spr, Sum) - Experimental Investigation of Engineering Problems
ME 392 (Aut, Win, Spr, Sum) - Honors Research
ME 191H (Aut, Win, Spr, Sum) - Master's Directed Research
ME 393 (Aut, Win, Spr, Sum) - Master's Directed Research: Writing the Report
ME 393W (Aut, Win, Spr, Sum) - Ph.D. Research Rotation
ME 398 (Aut, Win, Spr, Sum) - Ph.D. Teaching Experience
ME 491 (Aut, Win, Spr) - Practical Training
ME 199A (Win, Spr) - Practical Training
ME 299A (Aut, Win, Spr, Sum) - Practical Training
ME 299B (Aut, Win, Spr, Sum)
- Directed Individual Study in Earth Systems
-
Prior Year Courses
2023-24 Courses
- Advanced Fluid Mechanics Multiphase Flows
ME 451A (Aut) - Engineering Thermodynamics
ME 30 (Win) - Gas-Turbine Design Analysis
ME 257, ME 357 (Spr) - Wildfire Science
ME 375 (Spr)
2022-23 Courses
- Discontinuous Galerkin Methods for Fluid-Flow Simulations
ME 336 (Win) - Engineering Thermodynamics
ME 30 (Aut) - Wildfire Science
ME 375 (Spr)
2021-22 Courses
- Advanced Fluid Mechanics Multiphase Flows
ME 451A (Win) - Gas-Turbine Design Analysis
ME 257 (Spr)
- Advanced Fluid Mechanics Multiphase Flows
Stanford Advisees
-
Postdoctoral Faculty Sponsor
Jingcun Fan, Jen Zen Ho, Haoyuan Li, Karl Toepperwien, Guillaume Vignat, Taekeun Yoon, Xuren Zhu -
Doctoral Dissertation Advisor (AC)
Bassem Akoush, Matthew Bonanni, James Hansen, Benyamin Krisna, Nguyen Ly, Arijit Majumdar, Priyanka Muhunthan, David Wu -
Master's Program Advisor
Ziang Cao, Yixiang Guo, Chris Li, Varun Pathak, Aryan Sood, Charles Tilney-Volk, Hao Zhang -
Postdoctoral Research Mentor
Davy Brouzet -
Doctoral (Program)
Shivansh Chaturvedi, Jin Lee, Yuxuan Li, Wada Sho, Christopher Williams, Beverley Yeo, Khaled Younes
All Publications
-
A regularized-interface method as a unified formulation for simulations of high-pressure multiphase flows
JOURNAL OF COMPUTATIONAL PHYSICS
2024; 518
View details for DOI 10.1016/j.jcp.2024.113310
View details for Web of Science ID 001286451500001
-
Stable supercritical interfaces do not exist without surface tension.
Nature communications
2024; 15 (1): 9353
View details for DOI 10.1038/s41467-024-53175-8
View details for PubMedID 39472423
View details for PubMedCentralID PMC11522395
-
Turbulence in disguise: Reactive flows in porous media mimic turbulent behavior
PHYSICAL REVIEW FLUIDS
2024; 9 (10)
View details for DOI 10.1103/PhysRevFluids.9.L101201
View details for Web of Science ID 001341000600002
-
Mechanisms and models of the turbulent boundary layers at transcritical conditions
PHYSICAL REVIEW FLUIDS
2024; 9 (10)
View details for DOI 10.1103/PhysRevFluids.9.104602
View details for Web of Science ID 001339185100002
-
A high-order diffused-interface approach for two-phase compressible flow simulations using a discontinuous Galerkin framework
JOURNAL OF COMPUTATIONAL PHYSICS
2024; 508
View details for DOI 10.1016/j.jcp.2024.112983
View details for Web of Science ID 001226543600001
-
Small-scale turbulent characteristics in transcritical wall-bounded flows
JOURNAL OF FLUID MECHANICS
2024; 986
View details for DOI 10.1017/jfm.2024.348
View details for Web of Science ID 001217220900001
-
Analysis of weak secondary waves in a rotating detonation engine using large-eddy simulation and wavenumber-domain filtering
COMBUSTION AND FLAME
2024; 263
View details for DOI 10.1016/j.combustflame.2024.113387
View details for Web of Science ID 001203659500001
-
Mixtures Recomposition by Neural Nets: A Multidisciplinary Overview.
Journal of chemical information and modeling
2024
Abstract
Artificial Neural Networks (ANNs) are transforming how we understand chemical mixtures, providing an expressive view of the chemical space and multiscale processes. Their hybridization with physical knowledge can bridge the gap between predictivity and understanding of the underlying processes. This overview explores recent progress in ANNs, particularly their potential in the 'recomposition' of chemical mixtures. Graph-based representations reveal patterns among mixture components, and deep learning models excel in capturing complexity and symmetries when compared to traditional Quantitative Structure-Property Relationship models. Key components, such as Hamiltonian networks and convolution operations, play a central role in representing multiscale mixtures. The integration of ANNs with Chemical Reaction Networks and Physics-Informed Neural Networks for inverse chemical kinetic problems is also examined. The combination of sensors with ANNs shows promise in optical and biomimetic applications. A common ground is identified in the context of statistical physics, where ANN-based methods iteratively adapt their models by blending their initial states with training data. The concept of mixture recomposition unveils a reciprocal inspiration between ANNs and reactive mixtures, highlighting learning behaviors influenced by the training environment.
View details for DOI 10.1021/acs.jcim.3c01633
View details for PubMedID 38284618
-
A versatile pressure-cell design for studying ultrafast molecular-dynamics in supercritical fluids using coherent multi-pulse x-ray scattering.
The Review of scientific instruments
2024; 95 (1)
Abstract
Supercritical fluids (SCFs) can be found in a variety of environmental and industrial processes. They exhibit an anomalous thermodynamic behavior, which originates from their fluctuating heterogeneous micro-structure. Characterizing the dynamics of these fluids at high temperature and high pressure with nanometer spatial and picosecond temporal resolution has been very challenging. The advent of hard x-ray free electron lasers has enabled the development of novel multi-pulse ultrafast x-ray scattering techniques, such as x-ray photon correlation spectroscopy (XPCS) and x-ray pump x-ray probe (XPXP). These techniques offer new opportunities for resolving the ultrafast microscopic behavior in SCFs at unprecedented spatiotemporal resolution, unraveling the dynamics of their micro-structure. However, harnessing these capabilities requires a bespoke high-pressure and high-temperature sample system that is optimized to maximize signal intensity and address instrument-specific challenges, such as drift in beamline components, x-ray scattering background, and multi-x-ray-beam overlap. We present a pressure cell compatible with a wide range of SCFs with built-in optical access for XPCS and XPXP and discuss critical aspects of the pressure cell design, with a particular focus on the design optimization for XPCS.
View details for DOI 10.1063/5.0158497
View details for PubMedID 38170817
-
Experiment and modeling of stochastic ignition and combustion of fuel droplets impacting a hot surface
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105747
View details for Web of Science ID 001313236000001
-
Ensemble predictions of laser ignition with a hybrid stochastic physics-embedded deep-learning framework
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105304
View details for Web of Science ID 001283962900001
-
Artificial intelligence as a catalyst for combustion science and engineering
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105730
View details for Web of Science ID 001297183300001
-
Analysis of residence time distribution in a cavity-stabilized scramjet combustor
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105690
View details for Web of Science ID 001297807500001
-
Experimental demonstration of a two-stage porous media burner for low-emission ammonia combustion
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105491
View details for Web of Science ID 001297652000001
-
A high-fidelity ensemble simulation framework for interrogating wildland-fire behaviour and benchmarking machine learning models
INTERNATIONAL JOURNAL OF WILDLAND FIRE
2024; 33 (12)
View details for DOI 10.1071/WF24097
View details for Web of Science ID 001360710200001
-
Augmenting filtered flame front displacement models for LES using machine learning with a <i>posteriori</i> simulations
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105311
View details for Web of Science ID 001260287700001
-
Coupling of detonation structure and upstream inhomogeneities in a rotating detonation engine
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105576
View details for Web of Science ID 001278362400001
-
Examining diesel-spray assisted ignition of ammonia under reactivity-controlled conditions using large-eddy simulations
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105317
View details for Web of Science ID 001262381300001
-
Predictions of instantaneous temperature fields in jet-in-hot-coflow flames using a multi-scale U-Net model
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2024; 40 (1-4)
View details for DOI 10.1016/j.proci.2024.105330
View details for Web of Science ID 001266489000001
-
Integrated experimental and computational analysis of porous media combustion by combining gas-phase synchrotron μCT, IR-imaging, and pore-resolved simulations
COMBUSTION AND FLAME
2024; 259
View details for DOI 10.1016/j.combustflame.2023.113132
View details for Web of Science ID 001106259400001
-
Analysis of direct and indirect noise in a next-generation aviation gas turbine combustor
COMBUSTION AND FLAME
2024; 260
View details for DOI 10.1016/j.combustflame.2023.113249
View details for Web of Science ID 001138969100001
-
Autonomous screening of complex phase spaces using Bayesian optimization for SAXS measurements
NUCLEAR INSTRUMENTS & METHODS IN PHYSICS RESEARCH SECTION A-ACCELERATORS SPECTROMETERS DETECTORS AND ASSOCIATED EQUIPMENT
2023; 1057
View details for DOI 10.1016/j.nima.2023.168719
View details for Web of Science ID 001088640900001
-
Evaluation of Electron Tomography Capabilities for Shale Imaging.
Microscopy and microanalysis : the official journal of Microscopy Society of America, Microbeam Analysis Society, Microscopical Society of Canada
2023
Abstract
Despite the advantageous resolution of electron tomography (ET), reconstruction of three-dimensional (3D) images from multiple two-dimensional (2D) projections presents several challenges, including small signal-to-noise ratios, and a limited projection range. This study evaluates the capabilities of ET for thin sections of shale, a complex nanoporous medium. A numerical phantom with 1.24 nm pixel size is constructed based on the tomographic reconstruction of a Barnett shale. A dataset of 2D projection images is numerically generated from the 3D phantom and studied over a range of conditions. First, common reconstruction techniques are used to reconstruct the shale structure. The reconstruction uncertainty is quantified by comparing overall values of storage and transport metrics, as well as the misclassification of pore voxels compared to the phantom. We then select the most robust reconstruction technique and we vary the acquisition conditions to quantify the effect of artifacts. We find a strong agreement for large pores over the different acquisition workflows, while a wider variability exists for nanometer-scale features. The limited projection range and reconstruction are identified as the main experimental bottlenecks, thereby suggesting that sample thinning, advanced holders, and advanced reconstruction algorithms offer opportunities for improvement.
View details for DOI 10.1093/micmic/ozad106
View details for PubMedID 37942573
-
Improving volume-averaged simulations of matrix-stabilized combustion through direct X-ray μCT characterization: Application to NH<sub>3 </sub>/H<sub>2</sub>-air combustion
COMBUSTION AND FLAME
2023; 257
View details for DOI 10.1016/j.combustflame.2023.113020
View details for Web of Science ID 001077127800001
-
Accelerating Large-Eddy Simulations of Clouds With Tensor Processing Units
JOURNAL OF ADVANCES IN MODELING EARTH SYSTEMS
2023; 15 (10)
View details for DOI 10.1029/2023MS003619
View details for Web of Science ID 001076336700001
-
Assessing requirements for modeling radiation in diffusion flames using an analytical, non-local model
COMBUSTION AND FLAME
2023; 255
View details for DOI 10.1016/j.combustflame.2023.112907
View details for Web of Science ID 001030581000001
-
Local Rearrangement in Adsorption Layers of Nanoconfined Ethane
JOURNAL OF PHYSICAL CHEMISTRY C
2023
View details for DOI 10.1021/acs.jpcc.3c04869
View details for Web of Science ID 001051321700001
-
Recurrent Convolutional Deep Neural Networks for Modeling Time-Resolved Wildfire Spread Behavior
FIRE TECHNOLOGY
2023
View details for DOI 10.1007/s10694-023-01469-6
View details for Web of Science ID 001043636900001
-
LES of HCCI combustion of iso-octane/air in a flat-piston rapid compression machine
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (4): 5309-5317
View details for DOI 10.1016/j.proci.2022.07.233
View details for Web of Science ID 001019755600001
-
Combustion of lean ammonia-hydrogen fuel blends in a porous media burner
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (4): 4195-4204
View details for DOI 10.1016/j.proci.2022.07.054
View details for Web of Science ID 001018624900001
-
Interaction of preferential evaporation and low-temperature chemistry in multicomponent counterflow spray flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (2): 2565-2573
View details for DOI 10.1016/j.proci.2022.06.006
View details for Web of Science ID 001019793400001
-
Wall heat transfer and flame structure transitions in stagnating spray flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (2): 2683-2692
View details for DOI 10.1016/j.proci.2022.08.037
View details for Web of Science ID 001017854300001
-
Jet-entrainment sampling: A new method for extracting particles from flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (1): 847-855
View details for DOI 10.1016/j.proci.2022.07.140
View details for Web of Science ID 001019672300001
-
The Local Electronic Structure of Supercritical CO2 from X-ray Raman Spectroscopy and Atomistic-Scale Modeling.
The journal of physical chemistry letters
2023: 4955-4961
Abstract
Supercritical CO2 is encountered in several technical and natural systems related to biology, geophysics, and engineering. While the structure of gaseous CO2 has been studied extensively, the properties of supercritical CO2, particularly close to the critical point, are not well-known. In this work, we combine X-ray Raman spectroscopy, molecular dynamics simulations, and first-principles density functional theory (DFT) calculations to characterize the local electronic structure of supercritical CO2 at conditions around the critical point. The X-ray Raman oxygen K-edge spectra manifest systematic trends associated with the phase change of CO2 and the intermolecular distance. Extensive first-principles DFT calculations rationalize these observations on the basis of the 4ssigma Rydberg state hybridization. X-ray Raman spectroscopy is found to be a sensitive tool for characterizing electronic properties of CO2 under challenging experimental conditions and is demonstrated to be a unique probe for studying the electronic structure of supercritical fluids.
View details for DOI 10.1021/acs.jpclett.3c00668
View details for PubMedID 37216638
-
Analysis of ducted fuel injection at high-pressure transcritical conditions using large-eddy simulations
INTERNATIONAL JOURNAL OF ENGINE RESEARCH
2023
View details for DOI 10.1177/14680874231170659
View details for Web of Science ID 000975650000001
-
Supercritical fluids behave as complex networks.
Nature communications
2023; 14 (1): 1996
Abstract
Supercritical fluids play a key role in environmental, geological, and celestial processes, and are of great importance to many scientific and engineering applications. They exhibit strong variations in thermodynamic response functions, which has been hypothesized to stem from the microstructural behavior. However, a direct connection between thermodynamic conditions and the microstructural behavior, as described by molecular clusters, remains an outstanding issue. By utilizing a first-principles-based criterion and self-similarity analysis, we identify energetically localized molecular clusters whose size distribution and connectivity exhibit self-similarity in the extended supercritical phase space. We show that the structural response of these clusters follows a complex network behavior whose dynamics arises from the energetics of isotropic molecular interactions. Furthermore, we demonstrate that a hidden variable network model can accurately describe the structural and dynamical response of supercritical fluids. These results highlight the need for constitutive models and provide a basis to relate the fluid microstructure to thermodynamic response functions.
View details for DOI 10.1038/s41467-023-37645-z
View details for PubMedID 37032390
-
Reaction nanoscopy of ion emission from sub-wavelength propanediol droplets
NANOPHOTONICS
2023
View details for DOI 10.1515/nanoph-2022-0714
View details for Web of Science ID 000964452600001
-
A Review of Physics-Informed Machine Learning in Fluid Mechanics
ENERGIES
2023; 16 (5)
View details for DOI 10.3390/en16052343
View details for Web of Science ID 000948273400001
-
Experimental and numerical investigation of flame stabilization and pollutant formation in matrix stabilized ammonia-hydrogen combustion
COMBUSTION AND FLAME
2023; 250
View details for DOI 10.1016/j.combustflame.2023.112642
View details for Web of Science ID 000945070400001
-
Cost-constrained adaptive simulations of transient spray combustion in a gas turbine combustor
COMBUSTION AND FLAME
2023; 249
View details for DOI 10.1016/j.combustflame.2022.112530
View details for Web of Science ID 000928280800001
-
Regimes of evaporation and mixing behaviors of nanodroplets at transcritical conditions
FUEL
2023; 331
View details for DOI 10.1016/j.fuel.2022.125870
View details for Web of Science ID 000874538100008
-
A high-resolution large-eddy simulation framework for wildland fire predictions using TensorFlow
INTERNATIONAL JOURNAL OF WILDLAND FIRE
2023; 32 (12): 1711-1725
View details for DOI 10.1071/WF22225
View details for Web of Science ID 001134083500012
-
Turbulence in Focus: Benchmarking Scaling Behavior of 3D Volumetric Super-Resolution with BLASTNet 2.0 Data
NEURAL INFORMATION PROCESSING SYSTEMS (NIPS). 2023
View details for Web of Science ID 001230083401025
-
Dynamics and structure of detonations in stratified product-gas diluted mixtures
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2023; 39 (3): 2855-2864
View details for DOI 10.1016/j.proci.2022.07.173
View details for Web of Science ID 001017579200001
-
Analysis of real-fluid thermodynamic effects on turbulent statistics in transcritical channel flows
Physical Review Fluids
2023; 8 (2): 024605
View details for DOI 10.1103/PhysRevFluids.8.024605
-
Corrosive Influence of Carbon Dioxide on Crack Initiation in Quartz: Comparison With Liquid Water and Vacuum Environments
Journal of Geophysical Research: Solid Earth
2023; 128 (1)
View details for DOI 10.1029/2022JB025624
-
The dynamics of non-premixed flames subjected to a transverse acoustic mode
COMBUSTION AND FLAME
2022; 246
View details for DOI 10.1016/j.combustflame.2022.112330
View details for Web of Science ID 000933917600001
-
BLASTNet: A call for community-involved big data in combustion machine learning
APPLICATIONS IN ENERGY AND COMBUSTION SCIENCE
2022; 12
View details for DOI 10.1016/j.jaecs.2022.100087
View details for Web of Science ID 001035714800008
-
Computing Thermodynamic Properties of Fluids Augmented by Nanoconfinement: Application to Pressurized Methane.
The journal of physical chemistry. B
2022
Abstract
Nanoconfined fluids exhibit remarkably different thermodynamic behavior compared to the bulk phase. These confinement effects render predictions of thermodynamic quantities of nanoconfined fluids challenging. In particular, confinement creates a spatially varying density profile near the wall that is primarily responsible for adsorption and capillary condensation behavior. Significant fluctuations in thermodynamic quantities, inherent in such nanoscale systems, coupled to strong fluid-wall interactions give rise to this near-wall density profile. Empirical models have been proposed to explain and model these effects, yet no first-principles based formulation has been developed. We present a statistical mechanics framework that embeds such a coupling to describe the effect of the fluid-wall interaction in amplifying the near-wall density behavior for compressible gases at elevated pressures such as pressurized methane in confinement. We show that the proposed theory predicts accurately the adsorbed layer thickness as obtained with small-angle neutron scattering measurements. Furthermore, the predictions of density under confinement from the proposed theory are shown to be in excellent agreement with available experimental and atomistic simulations data for a range of temperatures for nanoconfined methane. While the framework is presented for evaluating the near-wall density, owing to its rigorous foundation in statistical mechanics, the proposed theory can also be generalized for predicting phase-transition and nonequilibrium transport of nanoconfined fluids.
View details for DOI 10.1021/acs.jpcb.2c04347
View details for PubMedID 36279403
-
Simulations of Dusty Flows over Full-Scale Capsule During Martian Entry
JOURNAL OF SPACECRAFT AND ROCKETS
2022
View details for DOI 10.2514/1.A35278
View details for Web of Science ID 000843459800001
-
Turbulence-induced bias in time-averaged laser absorption tomography of correlated concentration and temperature fields with a first-order correction
COMBUSTION AND FLAME
2022; 242
View details for DOI 10.1016/j.combustflame.2022.112210
View details for Web of Science ID 000871069200011
-
Destabilization of binary mixing layer in supercritical conditions
JOURNAL OF FLUID MECHANICS
2022; 945
View details for DOI 10.1017/jfm.2022.570
View details for Web of Science ID 000828307200001
-
<p>Combustion machine learning: Principles, progress and prospects</p>
PROGRESS IN ENERGY AND COMBUSTION SCIENCE
2022; 91
View details for DOI 10.1016/j.pecs.2022.101010
View details for Web of Science ID 000798843400001
-
On the hot surface ignition of a wall-stagnating spray flame
COMBUSTION AND FLAME
2022; 240
View details for DOI 10.1016/j.combustflame.2022.111988
View details for Web of Science ID 000777798300003
-
Interpretable data-driven methods for subgrid-scale closure in LES for transcritical LOX/GCH4 combustion
COMBUSTION AND FLAME
2022; 239
View details for DOI 10.1016/j.combustflame.2021.111758
View details for Web of Science ID 000799944700005
-
ATensorFlow simulation framework for scientific computing of fluid flows on tensor processing units
COMPUTER PHYSICS COMMUNICATIONS
2022; 274
View details for DOI 10.1016/j.cpc.2022.108292
View details for Web of Science ID 000754665300003
-
Computation of hypersonic viscous flows with the thermally perfect gas model using a discontinuous Galerkin method
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS
2022
View details for DOI 10.1002/fld.5079
View details for Web of Science ID 000783712200001
-
Chemical and Reactive Transport Processes Associated with Hydraulic Fracturing of Unconventional Oil/Gas Shales.
Chemical reviews
2022
Abstract
Hydraulic fracturing of unconventional oil/gas shales has changed the energy landscape of the U.S. Recovery of hydrocarbons from tight, hydraulically fractured shales is a highly inefficient process, with estimated recoveries of <25% for natural gas and <5% for oil. This review focuses on the complex chemical interactions of additives in hydraulic fracturing fluid (HFF) with minerals and organic matter in oil/gas shales. These interactions are intended to increase hydrocarbon recovery by increasing porosities and permeabilities of tight shales. However, fluid-shale interactions result in the dissolution of shale minerals and the release and transport of chemical components. They also result in mineral precipitation in the shale matrix, which can reduce permeability, porosity, and hydrocarbon recovery. Competition between mineral dissolution and mineral precipitation processes influences the amounts of oil and gas recovered. We review the temporal/spatial origins and distribution of unconventional oil/gas shales from mudstones and shales, followed by discussion of their global and U.S. distributions and compositional differences from different U.S. sedimentary basins. We discuss the major types of chemical additives in HFF with their intended purposes, including drilling muds. Fracture distribution, porosity, permeability, and the identity and molecular-level speciation of minerals and organic matter in oil/gas shales throughout the hydraulic fracturing process are discussed. Also discussed are analysis methods used in characterizing oil/gas shales before and after hydraulic fracturing, including permeametry and porosimetry measurements, X-ray diffraction/Rietveld refinement, X-ray computed tomography, scanning/transmission electron microscopy, and laboratory- and synchrotron-based imaging/spectroscopic methods. Reactive transport and spatial scaling are discussed in some detail in order to relate fundamental molecular-scale processes to fluid transport. Our review concludes with a discussion of potential environmental impacts of hydraulic fracturing and important knowledge gaps that must be bridged to achieve improved mechanistic understanding of fluid transport in oil/gas shales.
View details for DOI 10.1021/acs.chemrev.1c00504
View details for PubMedID 35404590
-
General Drag Coefficient for Flow over Spherical Particles
AIAA JOURNAL
2022; 60 (2): 587-597
View details for DOI 10.2514/1.J060648
View details for Web of Science ID 000802220400005
-
Structural analysis of biomass pyrolysis and oxidation using in-situ X-ray computed tomography
COMBUSTION AND FLAME
2022; 235
View details for DOI 10.1016/j.combustflame.2021.111737
View details for Web of Science ID 000735883000009
-
Towards Data-Informed Motion Artifact Reduction in Quantitative CT Using Piecewise Linear Interpolation
IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING
2022; 8: 917-932
View details for DOI 10.1109/TCI.2022.3215096
View details for Web of Science ID 000875883500001
-
Quail: A lightweight open-source discontinuous Galerkin code in Python for teaching and prototyping
SOFTWAREX
2022; 17
View details for DOI 10.1016/j.softx.2022.100982
View details for Web of Science ID 000769008600043
-
Structure of the thermal boundary layer in turbulent channel flows at transcritical conditions
Journal of Fluid Mechanics
2022; 934 (A45)
View details for DOI 10.1017/jfm.2021.1157
-
Quantitative X-ray computed tomography: Prospects for detailed in-situ imaging in bench-scale fire measurements
FIRE SAFETY JOURNAL
2021; 126
View details for DOI 10.1016/j.firesaf.2021.103476
View details for Web of Science ID 000709991300002
-
Imaging the short-lived hydroxyl-hydronium pair in ionized liquid water.
Science (New York, N.Y.)
2021; 374 (6563): 92-95
Abstract
[Figure: see text].
View details for DOI 10.1126/science.abg3091
View details for PubMedID 34591617
-
Heat transfer augmentation by recombination reactions in turbulent reacting boundary layers at elevated pressures
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
2021; 178
View details for DOI 10.1016/j.ijheatmasstransfer.2021.121628
View details for Web of Science ID 000684958400003
-
Infrasound Radiation From Impulsive Volcanic Eruptions: Nonlinear Aeroacoustic 2D Simulations
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH
2021; 126 (9)
View details for DOI 10.1029/2021JB021940
View details for Web of Science ID 000703087900066
-
Development of a particle collision algorithm for discontinuous Galerkin simulations of compressible multiphase flows
JOURNAL OF COMPUTATIONAL PHYSICS
2021; 436
View details for DOI 10.1016/j.jcp.2021.110319
View details for Web of Science ID 000647748900003
-
Efficient projection kernels for discontinuous Galerkin simulations of disperse multiphase flows on arbitrary curved elements
JOURNAL OF COMPUTATIONAL PHYSICS
2021; 435
View details for DOI 10.1016/j.jcp.2021.110266
View details for Web of Science ID 000641452200005
-
Hot surface ignition of a wall-impinging fuel spray: Modeling and analysis using large-eddy simulation
COMBUSTION AND FLAME
2021; 228: 443–56
View details for DOI 10.1016/j.combustflame.2021.02.025
View details for Web of Science ID 000640908600002
-
Analysis of droplet evaporation in isotropic turbulence through droplet-resolved DNS
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
2021; 172
View details for DOI 10.1016/j.ijheatmasstransfer.2021.121157
View details for Web of Science ID 000641142400034
-
Effects of evaporation on chemical reactions in counterflow spray flames
PHYSICS OF FLUIDS
2021; 33 (6)
View details for DOI 10.1063/5.0046313
View details for Web of Science ID 000677517800012
-
A discontinuous Galerkin method for wall-modeled large-eddy simulations
COMPUTERS & FLUIDS
2021; 222
View details for DOI 10.1016/j.compfluid.2021.104933
View details for Web of Science ID 000641584500011
-
Limitations of flamelet formulation for modeling turbulent pool fires
COMBUSTION AND FLAME
2021; 227: 346–58
View details for DOI 10.1016/j.combustflame.2021.01.023
View details for Web of Science ID 000638276000002
-
Sensitivity of Hypersonic Dusty Flows to Physical Modeling of the Particle Phase
JOURNAL OF SPACECRAFT AND ROCKETS
2021; 58 (3): 653-667
View details for DOI 10.2514/1.A34810
View details for Web of Science ID 000672531200007
-
Data-assisted combustion simulations with dynamic submodel assignment using random forests
COMBUSTION AND FLAME
2021; 227: 172–85
View details for DOI 10.1016/j.combustflame.2020.12.041
View details for Web of Science ID 000638276500002
-
Using adjoint-based optimization to enhance ignition in non-premixed jets
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
2021; 477 (2245)
View details for DOI 10.1098/rspa.2020.0472
View details for Web of Science ID 000608013600001
-
Using adjoint-based optimization to enhance ignition in non-premixed jets.
Proceedings. Mathematical, physical, and engineering sciences
2021; 477 (2245): 20200472
Abstract
Gradient-based optimization is used to reliably and optimally induce ignition in three examples of laminar non-premixed mixture configurations. Using time-integrated heat release as a cost functional, the non-convex optimization problem identified optimal energy source locations that coincide with the stoichiometric local mixture fraction surface for short optimization horizons, while for longer horizons, the hydrodynamics plays an increasingly important role and a balance between flow and chemistry features determines non-trivial optimal ignition locations. Rather than identifying a single optimal ignition location, the results of this study show that there may be several equally good ignition locations in a given flow configuration.
View details for DOI 10.1098/rspa.2020.0472
View details for PubMedID 33642926
View details for PubMedCentralID PMC7897636
-
Analysis of low-temperature chemistry in a turbulent swirling spray flame near lean blow-out
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (3): 3435-3443
View details for DOI 10.1016/j.proci.2020.08.030
View details for Web of Science ID 000651830800017
-
Structural analysis and regime diagrams of laminar counterflow spray flames with low-temperature chemistry
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (2): 3193-3200
View details for DOI 10.1016/j.proci.2020.06.274
View details for Web of Science ID 000651830700013
-
Pore-resolved simulations of porous media combustion with conjugate heat transfer
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (2): 2127-2134
View details for DOI 10.1016/j.proci.2020.06.064
View details for Web of Science ID 000651831800025
-
Investigation of CO recombination in the boundary layer of CH4/O-2 rocket engines
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (4): 6403-6411
View details for DOI 10.1016/j.proci.2020.07.080
View details for Web of Science ID 000695468600017
-
Stability diagram and blow-out mechanisms of turbulent non-premixed combustion
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (4): 6337-6344
View details for DOI 10.1016/j.proci.2020.06.225
View details for Web of Science ID 000695468600010
-
Kinetics for the hydrolysis of Ti(OC3H7)(4) : A molecular dynamics simulation study
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (1): 1433-1440
View details for DOI 10.1016/j.proci.2020.06.345
View details for Web of Science ID 000667311600017
-
Analysis of core-noise contributions in a realistic gas-turbine combustor operated near lean blow-out
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (4): 6203-6211
View details for DOI 10.1016/j.proci.2020.07.078
View details for Web of Science ID 000640371900017
-
Experimental feasibility of tailored porous media burners enabled via additive manufacturing
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2021; 38 (4): 6713-6722
View details for DOI 10.1016/j.proci.2020.06.120
View details for Web of Science ID 000640356100005
-
Pareto-efficient combustion framework for predicting transient ignition dynamics in turbulent flames: Application to a pulsed jet-in-hot-coflow flame
COMBUSTION AND FLAME
2021; 223: 153–65
View details for DOI 10.1016/j.combustflame.2020.09.031
View details for Web of Science ID 000599749200003
-
Carbon oxidation in turbulent premixed jet flames: A comparative experimental and numerical study of ethylene, n-heptane, and toluene
COMBUSTION AND FLAME
2020; 221: 371–83
View details for DOI 10.1016/j.combustflame.2020.08.008
View details for Web of Science ID 000577974300036
-
Thermodynamic cycle analysis of superadiabatic matrix-stabilized combustion for gas turbine engines
ENERGY
2020; 207
View details for DOI 10.1016/j.energy.2020.118171
View details for Web of Science ID 000558533200013
-
Modeling Heat-Shield Erosion due to Dust Particle Impacts for Martian Entries
AMER INST AERONAUTICS ASTRONAUTICS. 2020: 857–75
View details for DOI 10.2514/1.A34744
View details for Web of Science ID 000575138100001
-
StanShock: a gas-dynamic model for shock tube simulations with non-ideal effects and chemical kinetics
SHOCK WAVES
2020; 30 (4): 425-438
View details for DOI 10.1007/s00193-019-00935-x
View details for Web of Science ID 000531816700007
-
Additive Manufacturing of Tailored Macroporous Ceramic Structures for High-Temperature Applications
ADVANCED ENGINEERING MATERIALS
2020
View details for DOI 10.1002/adem.202000158
View details for Web of Science ID 000535288500001
-
A two-way coupled Euler-Lagrange method for simulating multiphase flows with discontinuous Galerkin schemes on arbitrary curved elements
JOURNAL OF COMPUTATIONAL PHYSICS
2020; 405
View details for DOI 10.1016/j.jcp.2019.109096
View details for Web of Science ID 000514823000019
-
Experimental investigation of lean premixed pre-vaporized liquid-fuel combustion in porous media burners at elevated pressures up to 20 bar
COMBUSTION AND FLAME
2020; 212: 123–34
View details for DOI 10.1016/j.combustflame.2019.10.033
View details for Web of Science ID 000515192500010
-
Modeling Adsorption in Silica Pores via Minkowski Functionals and Molecular Electrostatic Moments
Energies
2020; 13 (22)
View details for DOI 10.3390/en13225976
-
Simultaneous in-situ measurements of gas temperature and pyrolysis of biomass smoldering via X-ray computed tomography.
Proceedings of the Combustion Institute
2020
View details for DOI 10.1016/j.proci.2020.06.070
-
Ensemble Kalman Filter for Assimilating Experimental Data into Large-Eddy Simulations of Turbulent Flows
FLOW TURBULENCE AND COMBUSTION
2019
View details for DOI 10.1007/s10494-019-00093-1
View details for Web of Science ID 000500678600002
-
Data Assimilation and Optimal Calibration in Nonlinear Models of Flame Dynamics
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME
2019; 141 (12)
View details for DOI 10.1115/1.4044378
View details for Web of Science ID 000506865000010
-
Molecular diffusion and phase stability in high-pressure combustion
COMBUSTION AND FLAME
2019; 210: 302–14
View details for DOI 10.1016/j.combustflame.2019.08.036
View details for Web of Science ID 000493856200023
-
Numerical Analysis of Heat and Mass Transfer Coupled With Gaseous Fuel Injection in Reactive Porous Media
JOURNAL OF HEAT TRANSFER-TRANSACTIONS OF THE ASME
2019; 141 (11)
View details for DOI 10.1115/1.4044365
View details for Web of Science ID 000493293000015
-
Efficient time-stepping techniques for simulating turbulent reactive flows with stiff chemistry
COMPUTER PHYSICS COMMUNICATIONS
2019; 243: 81–96
View details for DOI 10.1016/j.cpc.2019.04.016
View details for Web of Science ID 000474316900008
-
Closure of the scalar dissipation rate in the spray flamelet equations through a transport equation for the gradient of the mixture fraction
COMBUSTION AND FLAME
2019; 208: 330–50
View details for DOI 10.1016/j.combustflame.2019.05.033
View details for Web of Science ID 000488145100028
-
A regularized deconvolution model for sub-grid dispersion in large eddy simulation of turbulent spray flames
COMBUSTION AND FLAME
2019; 207: 89–100
View details for DOI 10.1016/j.combustflame.2019.05.032
View details for Web of Science ID 000481566600008
-
Examination of diesel spray combustion in supercritical ambient fluid using large-eddy simulations
INTERNATIONAL JOURNAL OF ENGINE RESEARCH
2019
View details for DOI 10.1177/1468087419868388
View details for Web of Science ID 000481040000001
-
A regularized deconvolution method for turbulent closure modeling in implicitly filtered large-eddy simulation
COMBUSTION AND FLAME
2019; 204: 341–55
View details for DOI 10.1016/j.combustflame.2019.03.009
View details for Web of Science ID 000468377000029
-
On the numerical behavior of diffuse-interface methods for transcritical real-fluids simulations
INTERNATIONAL JOURNAL OF MULTIPHASE FLOW
2019; 113: 231–49
View details for DOI 10.1016/j.ijmultiphaseflow.2019.01.015
View details for Web of Science ID 000469153500018
-
X-ray Computed Tomography for Flame-Structure Analysis of Laminar Premixed Flames.
Combustion and flame
2019; 200: 142–54
Abstract
Quantitative X-ray computed tomography (XCT) diagnostics for reacting flows are developed and demonstrated in application to premixed flames in open and optically inaccessible geometries. A laboratory X-ray scanner is employed to investigate methane/air flames that were diluted with krypton as an inert radiodense tracer gas. Effects of acquisition rate and tracer gas concentration on the signal-to-noise ratio are examined. It is shown that statistically converged three-dimensional attenuation measurements can be obtained with limited impact from the tracer gas and within an acceptable acquisition time. Specific aspects of the tomographic reconstruction and the experimental procedure are examined, with particular emphasis on the quantification of experimental uncertainties. A method is developed to determine density and temperature from the X-ray attenuation measurements. These experiments are complemented by one- and multi-dimensional calculations to quantify the influence of krypton on the flame behavior. To demonstrate the merit of XCT for optically inaccessible flames, measurements of a complex flame geometry in a tubular confinement are performed. The use of a coflow to provide a uniform tracer-gas concentration is shown to improve the quantitative temperature evaluation. These measurements demonstrate the viability of XCT for flame-structure analysis and multi-dimensional temperature measurements using laboratory X-ray systems. Further opportunities for improving this diagnostic are discussed.
View details for PubMedID 30532316
-
X-ray computed tomography for flame-structure analysis of laminar premixed flames
COMBUSTION AND FLAME
2019; 200: 142–54
View details for DOI 10.1016/j.combustflame.2018.11.015
View details for Web of Science ID 000458089500015
-
Error-controlled kinetics reduction based on non-linear optimization and sensitivity analysis
COMBUSTION AND FLAME
2019; 200: 192–206
View details for DOI 10.1016/j.combustflame.2018.11.007
View details for Web of Science ID 000458089500018
-
DATA ASSIMILATION AND OPTIMAL CALIBRATION IN NONLINEAR MODELS OF FLAME DYNAMICS
AMER SOC MECHANICAL ENGINEERS. 2019
View details for Web of Science ID 000502164700058
-
Functionalization of 2D materials for enhancing OER/ORR catalytic activity in Li–oxygen batteries
Communications Chemistry
2019; 2 (95)
View details for DOI 10.1038/s42004-019-0196-2
-
Modulation of heat transfer for extended flame stabilization in porous media burners via topology gradation
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (4): 5697–5704
View details for DOI 10.1016/j.proci.2018.05.155
View details for Web of Science ID 000457095600156
-
Pareto-efficient combustion modeling for improved CO-emission prediction in LES of a piloted turbulent dimethyl ether jet flame
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (2): 2267–76
View details for DOI 10.1016/j.proci.2018.08.010
View details for Web of Science ID 000456621500116
-
Analysis of transient blow-out dynamics in a swirl-stabilized combustor using large-eddy simulations
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (4): 5073–82
View details for DOI 10.1016/j.proci.2018.06.066
View details for Web of Science ID 000457095600085
-
Data assimilation using high-speed measurements and LES to examine local extinction events in turbulent flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (2): 2259–66
View details for DOI 10.1016/j.proci.2018.06.043
View details for Web of Science ID 000456621500115
-
Shock capturing for discontinuous Galerkin methods with application to predicting heat transfer in hypersonic flows
JOURNAL OF COMPUTATIONAL PHYSICS
2019; 376: 54–75
View details for DOI 10.1016/j.jcp.2018.09.016
View details for Web of Science ID 000450337400004
-
A new ignition time model applied to super knock
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (3): 3487–94
View details for DOI 10.1016/j.proci.2018.07.055
View details for Web of Science ID 000456628600096
-
Assessment of spray combustion models in large-eddy simulations of a polydispersed acetone spray flame
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (3): 3335–44
View details for DOI 10.1016/j.proci.2018.06.011
View details for Web of Science ID 000456628600079
-
Coupling of turbulence on the ignition of multicomponent sprays
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (3): 3295–3302
View details for DOI 10.1016/j.proci.2018.05.166
View details for Web of Science ID 000456628600074
-
Large-eddy simulations of transcritical injection and auto-ignition using diffuse-interface method and finite-rate chemistry
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2019; 37 (3): 3303–10
View details for DOI 10.1016/j.proci.2018.05.063
View details for Web of Science ID 000456628600075
-
Large eddy simulations of diesel-fuel injection and auto-ignition at transcritical conditions
SAGE PUBLICATIONS LTD. 2019: 58–68
View details for DOI 10.1177/1468087418819546
View details for Web of Science ID 000456398900006
-
Assessment of differential diffusion effects in flamelet modeling of oxy-fuel flames
COMBUSTION AND FLAME
2018; 197: 134–44
View details for DOI 10.1016/j.combustflame.2018.07.023
View details for Web of Science ID 000447815800014
-
Thermodynamic structure of supercritical LOX-GH2 diffusion flames
COMBUSTION AND FLAME
2018; 196: 364–76
View details for DOI 10.1016/j.combustflame.2018.06.016
View details for Web of Science ID 000445848100032
-
Identification of governing physical processes of irregular combustion through machine learning
SPRINGER. 2018: 941-954
View details for DOI 10.1007/s00193-018-0852-y
View details for Web of Science ID 000444734200002
-
Nonadiabatic Flamelet Formulation for Predicting Wall Heat Transfer in Rocket Engines
AIAA JOURNAL
2018; 56 (6): 2336–49
View details for DOI 10.2514/1.J056539
View details for Web of Science ID 000433557100022
-
Structure of wall-bounded flows at transcritical conditions
PHYSICAL REVIEW FLUIDS
2018; 3 (3)
View details for DOI 10.1103/PhysRevFluids.3.034609
View details for Web of Science ID 000428785000003
-
Effects of Nozzle Helmholtz Number on Indirect Combustion Noise by Compositional Perturbations
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME
2018; 140 (3)
View details for DOI 10.1115/1.4037914
View details for Web of Science ID 000426056900001
-
Phase transitions of ordered ice in graphene nanocapillaries and carbon nanotubes
SCIENTIFIC REPORTS
2018; 8: 3851
Abstract
New phase diagrams for water confined in graphene nanocapillaries and single-walled carbon nanotubes (CNTs) are proposed, identifying ice structures, their melting points and revealing the presence of a solid-liquid critical point. For quasi-2D water in nanocapillaries, we show through molecular-dynamics simulations that AA stacking in multilayer quasi-2D ice arises from interlayer hydrogen-bonding and is stable up to three layers, thereby explaining recent experimental observations. Detailed structural and energetic analyses show that quasi-2D water can freeze discontinuously through a first-order phase transition or continuously with a critical point. The first-order transition line extends to a continuous transition line, defined by a sharp transition in diffusivity between solid-like and liquid-like regimes. For quasi-1D water, confined in CNTs, we observe the existence of a similar critical point at intermediate densities. In addition, an end point is identified on the continuous-transition line, above which the solid and liquid phases deform continuously. The solid-liquid phase transition temperatures in CNTs are shown to be substantially higher than 273 K, confirming recent Raman spectroscopy measurements. We observe ultrafast proton and hydroxyl transport in quasi-1D and -2D ice at 300 K, exceeding those of bulk water up to a factor of five, thereby providing possible applications to fuel-cells and electrolyzers.
View details for PubMedID 29497132
-
Atomistic and continuum scale modeling of functionalized graphyne membranes for water desalination
NANOSCALE
2018; 10 (8): 3969–80
Abstract
Recent theoretical and experimental studies reported ultra-high water permeability and salt rejection in nanoporous single-layer graphene. However, creating and controlling the size and distribution of nanometer-scale pores pose significant challenges to application of these membranes for water desalination. Graphyne and hydrogenated graphyne have tremendous potential as ultra-permeable membranes for desalination and wastewater reclamation due to their uniform pore-distribution, atomic thickness and mechano-chemical stability. Using molecular dynamics (MD) simulations and upscale continuum analysis, the desalination performance of bare and hydrogenated α-graphyne and γ-{2,3,4}-graphyne membranes is evaluated as a function of pore size, pore geometry, chemical functionalization and applied pressure. MD simulations show that pores ranging from 20 to 50 Å2 reject in excess of 90% of the ions for pressures up to 1 GPa. Water permeability is found to range up to 85 L cm-2 day-1 MPa-1, which is up to three orders of magnitude larger than commercial seawater reverse osmosis (RO) membranes and up to ten times that of nanoporous graphene. Pore chemistry, functionalization and geometry are shown to play a critical role in modulating the water flux, and these observations are explained by water velocity, density, and energy barriers in the pores. The atomistic scale investigations are complemented by upscale continuum analysis to examine the performance of these membranes in application to cross-flow RO systems. This upscale analysis, however, shows that the significant increase in permeability, observed from MD simulations, does not fully translate to current RO systems due to transport limitations. Nevertheless, upscale calculations predict that the higher permeability of graphyne membranes would allow up to six times higher permeate recovery or up to 6% less energy consumption as compared to thin-film composite membranes at currently accessible operating conditions. Significantly higher energy savings and permeate recovery can be achieved if higher feed-flow rates can be realized.
View details for PubMedID 29424378
-
Formulation of optimal surrogate descriptions of fuels considering sensitivities to experimental uncertainties
COMBUSTION AND FLAME
2018; 188: 337–56
View details for DOI 10.1016/j.combustflame.2017.09.044
View details for Web of Science ID 000424859100028
-
On underresolved simulations of compressible turbulence using an entropy-bounded DG method: Solution stabilization, scheme optimization, and benchmark against a finite-volume solver
COMPUTERS & FLUIDS
2018; 161: 89–106
View details for DOI 10.1016/j.compfluid.2017.11.016
View details for Web of Science ID 000423643600008
-
Flamelet regime characterization for non-premixed turbulent combustion simulations
COMBUSTION AND FLAME
2017; 186: 220–35
View details for DOI 10.1016/j.combustflame.2017.08.003
View details for Web of Science ID 000413134100018
-
Lyapunov exponent as a metric for assessing the dynamic content and predictability of large-eddy simulations
PHYSICAL REVIEW FLUIDS
2017; 2 (9)
View details for DOI 10.1103/PhysRevFluids.2.094606
View details for Web of Science ID 000411331000005
-
A general probabilistic approach for the quantitative assessment of LES combustion models
COMBUSTION AND FLAME
2017; 183: 88–101
View details for DOI 10.1016/j.combustflame.2017.05.004
View details for Web of Science ID 000406648300010
-
An entropy-stable hybrid scheme for simulations of transcritical real-fluid flows
JOURNAL OF COMPUTATIONAL PHYSICS
2017; 340: 330–57
View details for DOI 10.1016/j.jcp.2017.03.022
View details for Web of Science ID 000401137900016
-
Fuel effects on lean blow-out in a realistic gas turbine combustor
COMBUSTION AND FLAME
2017; 181: 82–99
View details for DOI 10.1016/j.combustflame.2017.02.035
View details for Web of Science ID 000403525500007
-
High-order discontinuous Galerkin method for applications to multicomponent and chemically reacting flows
ACTA MECHANICA SINICA
2017; 33 (3): 486–99
View details for DOI 10.1007/s10409-017-0664-9
View details for Web of Science ID 000404898900002
-
Similarity law for Widom lines and coexistence lines
PHYSICAL REVIEW E
2017; 95 (5)
Abstract
The coexistence line of a fluid separates liquid and gaseous states at subcritical pressures, ending at the critical point. Only recently, it became clear that the supercritical state space can likewise be divided into regions with liquidlike and gaslike properties, separated by an extension to the coexistence line. This crossover line is commonly referred to as the Widom line, and is characterized by large changes in density or enthalpy, manifesting as maxima in the thermodynamic response functions. Thus, a reliable representation of the coexistence line and the Widom line is important for sub- and supercritical applications that depend on an accurate prediction of fluid properties. While it is known for subcritical pressures that nondimensionalization with the respective species critical pressures p_{cr} and temperatures T_{cr} only collapses coexistence line data for simple fluids, this approach is used for Widom lines of all fluids. However, we show here that the Widom line does not adhere to the corresponding states principle, but instead to the extended corresponding states principle. We resolve this problem in two steps. First, we propose a Widom line functional based on the Clapeyron equation and derive an analytical, species specific expression for the only parameter from the Soave-Redlich-Kwong equation of state. This parameter is a function of the acentric factor ω and compares well with experimental data. Second, we introduce the scaled reduced pressure p_{r}^{*} to replace the previously used reduced pressure p_{r}=p/p_{cr}. We show that p_{r}^{*} is a function of the acentric factor only and can thus be readily determined from fluid property tables. It collapses both subcritical coexistence line and supercritical Widom line data over a wide range of species with acentric factors ranging from -0.38 (helium) to 0.34 (water), including alkanes up to n-hexane. By using p_{r}^{*}, the extended corresponding states principle can be applied within corresponding states principle formalism. Furthermore, p_{r}^{*} provides a theoretical foundation to compare Widom lines of different fluids.
View details for DOI 10.1103/PhysRevE.95.052120
View details for Web of Science ID 000401234900004
-
Non-equilibrium wall-modeling for internal combustion engine simulations with wall heat transfer
INTERNATIONAL JOURNAL OF ENGINE RESEARCH
2017; 18 (1-2): 15-25
View details for DOI 10.1177/1468087416686699
View details for Web of Science ID 000395323400003
-
Regularized deconvolution method for turbulent combustion modeling
COMBUSTION AND FLAME
2017; 176: 125-142
View details for DOI 10.1016/j.combustflame.2016.09.023
View details for Web of Science ID 000395497700012
-
An investigation of internal flame structure in porous media combustion via X-ray Computed Tomography
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (3): 4399-4408
View details for DOI 10.1016/j.proci.2016.06.188
View details for Web of Science ID 000393412600120
-
Widom Lines in Binary Mixtures of Supercritical Fluids.
Scientific reports
2017; 7 (1): 3027
Abstract
Recent experiments on pure fluids have identified distinct liquid-like and gas-like regimes even under supercritical conditions. The supercritical liquid-gas transition is marked by maxima in response functions that define a line emanating from the critical point, referred to as Widom line. However, the structure of analogous state transitions in mixtures of supercritical fluids has not been determined, and it is not clear whether a Widom line can be identified for binary mixtures. Here, we present first evidence for the existence of multiple Widom lines in binary mixtures from molecular dynamics simulations. By considering mixtures of noble gases, we show that, depending on the phase behavior, mixtures transition from a liquid-like to a gas-like regime via distinctly different pathways, leading to phase relationships of surprising complexity and variety. Specifically, we show that miscible binary mixtures have behavior analogous to a pure fluid and the supercritical state space is characterized by a single liquid-gas transition. In contrast, immiscible binary mixture undergo a phase separation in which the clusters transition separately at different temperatures, resulting in multiple distinct Widom lines. The presence of this unique transition behavior emphasizes the complexity of the supercritical state to be expected in high-order mixtures of practical relevance.
View details for PubMedID 28596591
View details for PubMedCentralID PMC5465206
-
SPECIES DEPENDENCY OF THE COMPOSITIONAL INDIRECT NOISE MECHANISM
AMER SOC MECHANICAL ENGINEERS. 2017
View details for Web of Science ID 000412715300002
-
EFFECTS OF NOZZLE HELMHOLTZ NUMBER ON INDIRECT COMBUSTION NOISE BY COMPOSITIONAL PERTURBATIONS
AMER SOC MECHANICAL ENGINEERS. 2017
View details for Web of Science ID 000412715300003
-
Combustion and Engine-Core Noise
ANNUAL REVIEW OF FLUID MECHANICS, VOL 49
2017; 49: 277-310
View details for DOI 10.1146/annurev-fluid-122414-034542
View details for Web of Science ID 000396042600012
-
Regimes describing shock boundary layer interaction and ignition in shock tubes
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (2): 2927-2935
View details for DOI 10.1016/j.proci.2016.06.078
View details for Web of Science ID 000397458900145
-
Numerical investigation of soot-flame-vortex interaction
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (1): 753-761
View details for DOI 10.1016/j.proci.2016.07.128
View details for Web of Science ID 000397464200073
-
The role of preferential evaporation on the ignition of multicomponent fuels in a homogeneous spray/air mixture
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (2): 2483-2491
View details for DOI 10.1016/j.proci.2016.06.052
View details for Web of Science ID 000397458900095
-
The cross-scale physical-space transfer of kinetic energy in turbulent premixed flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (2): 1967-1975
View details for DOI 10.1016/j.proci.2016.05.005
View details for Web of Science ID 000397458900039
-
Development and Analysis of Wall Models for Internal Combustion Engine Simulations Using High-speed Micro-PIV Measurements
FLOW TURBULENCE AND COMBUSTION
2017; 98 (1): 283-309
View details for DOI 10.1007/s10494-016-9734-5
View details for Web of Science ID 000390089400014
-
Classification and lift-off height prediction of non-premixed MILD and autoignitive flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (3): 4297-4304
View details for DOI 10.1016/j.proci.2016.06.013
View details for Web of Science ID 000393412600108
-
Multiple-scale thermo-acoustic stability analysis of a coaxial jet combustor
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2017; 36 (3): 3863-3871
View details for DOI 10.1016/j.proci.2016.06.009
View details for Web of Science ID 000393412600059
-
Compliance of combustion models for turbulent reacting flow simulations
FUEL
2016; 186: 853-863
View details for DOI 10.1016/j.fuel.2016.07.074
View details for Web of Science ID 000385318600087
-
Group contribution method for multicomponent evaporation with application to transportation fuels
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER
2016; 102: 833-845
View details for DOI 10.1016/j.ijheatmasstransfer.2016.06.079
View details for Web of Science ID 000382410300078
-
An entropy-residual shock detector for solving conservation laws using high-order discontinuous Galerkin methods
JOURNAL OF COMPUTATIONAL PHYSICS
2016; 322: 448-472
View details for DOI 10.1016/j.jcp.2016.06.052
View details for Web of Science ID 000381585100024
-
Compositional inhomogeneities as a source of indirect combustion noise
JOURNAL OF FLUID MECHANICS
2016; 799
View details for DOI 10.1017/jfm.2016.397
View details for Web of Science ID 000379141100004
-
Spectral kinetic energy transfer in turbulent premixed reacting flows
PHYSICAL REVIEW E
2016; 93 (5)
Abstract
Spectral kinetic energy transfer by advective processes in turbulent premixed reacting flows is examined using data from a direct numerical simulation of a statistically planar turbulent premixed flame. Two-dimensional turbulence kinetic-energy spectra conditioned on the planar-averaged reactant mass fraction are computed through the flame brush and variations in the spectra are connected to terms in the spectral kinetic energy transport equation. Conditional kinetic energy spectra show that turbulent small-scale motions are suppressed in the burnt combustion products, while the energy content of the mean flow increases. An analysis of spectral kinetic energy transfer further indicates that, contrary to the net down-scale transfer of energy found in the unburnt reactants, advective processes transfer energy from small to large scales in the flame brush close to the products. Triadic interactions calculated through the flame brush show that this net up-scale transfer of energy occurs primarily at spatial scales near the laminar flame thermal width. The present results thus indicate that advective processes in premixed reacting flows contribute to energy backscatter near the scale of the flame.
View details for DOI 10.1103/PhysRevE.93.053115
View details for Web of Science ID 000376644900015
View details for PubMedID 27300986
-
Phase transitions in quasi 1-D and 2-D nanoconfined water
AMER CHEMICAL SOC. 2016
View details for Web of Science ID 000431903806567
-
Reaxff reactive force field study of oriented attachment of TiO2 nanocrystals in non-aqueous solvents
AMER CHEMICAL SOC. 2016
View details for Web of Science ID 000431903805574
-
Water desalination and selective ion-separation using single-layer graphyne and hydrogenated graphyne membranes at realistic reverse-osmosis pressures
AMER CHEMICAL SOC. 2016
View details for Web of Science ID 000431905700784
-
Characterizing spray flame-vortex interaction: A spray spectral diagram for extinction
COMBUSTION AND FLAME
2016; 163: 100-114
View details for DOI 10.1016/j.combustflame.2015.09.006
View details for Web of Science ID 000367278600009
-
On the generalisation of the mixture fraction to a monotonic mixing-describing variable for the flamelet formulation of spray flames
COMBUSTION THEORY AND MODELLING
2015; 19 (6): 773-806
View details for DOI 10.1080/13647830.2015.1099740
View details for Web of Science ID 000366248600005
-
A Pareto-efficient combustion framework with submodel assignment for predicting complex flame configurations
COMBUSTION AND FLAME
2015; 162 (11): 4208-4230
View details for DOI 10.1016/j.combustflame.2015.06.021
View details for Web of Science ID 000363998300013
-
Characterization of scalar mixing in dense gaseous jets using X-ray computed tomography
EXPERIMENTS IN FLUIDS
2015; 56 (10)
View details for DOI 10.1007/s00348-015-2057-9
View details for Web of Science ID 000363486500009
-
Entropy-bounded discontinuous Galerkin scheme for Euler equations
JOURNAL OF COMPUTATIONAL PHYSICS
2015; 295: 715-739
View details for DOI 10.1016/j.jcp.2015.04.026
View details for Web of Science ID 000354399700033
-
Ignition regimes in rapid compression machines
COMBUSTION AND FLAME
2015; 162 (8): 3071-3080
View details for DOI 10.1016/j.combustflame.2015.03.020
View details for Web of Science ID 000356999700008
-
An SMLD Joint PDF Model for Turbulent Non-Premixed Combustion Using the Flamelet Progress-Variable Approach
FLOW TURBULENCE AND COMBUSTION
2015; 95 (1): 97-119
View details for DOI 10.1007/s10494-015-9609-1
View details for Web of Science ID 000355927500005
-
Quantitative model-based imaging of mid-infrared radiation from a turbulent nonpremixed jet flame and plume
COMBUSTION AND FLAME
2015; 162 (4): 1275-1283
View details for DOI 10.1016/j.combustflame.2014.10.019
View details for Web of Science ID 000351794100032
-
A multi-scale asymptotic scaling and regime analysis of flamelet equations including tangential diffusion effects for laminar and turbulent flames
COMBUSTION AND FLAME
2015; 162 (4): 1507-1529
View details for DOI 10.1016/j.combustflame.2014.11.016
View details for Web of Science ID 000351794100053
-
Weak and strong ignition of hydrogen/oxygen mixtures in shock-tube systems
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2015; 35: 2181-2189
View details for DOI 10.1016/j.proci.2014.07.074
View details for Web of Science ID 000348048800120
-
Large eddy simulation of a partially-premixed gas turbine model combustor
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2015; 35: 1225-1234
View details for DOI 10.1016/j.proci.2014.08.006
View details for Web of Science ID 000348048800012
-
Analysis of segregation and bifurcation in turbulent spray flames: A 3D counterflow configuration
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2015; 35: 1675-1683
View details for DOI 10.1016/j.proci.2014.06.083
View details for Web of Science ID 000348048800061
-
Computational analysis of re-ignition and re-initiation mechanisms of quenched detonation waves behind a backward facing step
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2015; 35: 1963-1972
View details for DOI 10.1016/j.proci.2014.07.041
View details for Web of Science ID 000348048800095
-
Coupling of flame geometry and combustion instabilities based on kilohertz formaldehyde PLIF measurements
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2015; 35: 3255-3262
View details for DOI 10.1016/j.proci.2014.05.127
View details for Web of Science ID 000348049500089
-
Instability of elliptic liquid jets: Temporal linear stability theory and experimental analysis
PHYSICS OF FLUIDS
2014; 26 (11)
View details for DOI 10.1063/1.4901246
View details for Web of Science ID 000345578700024
-
Assessment of model assumptions and budget terms of the unsteady flamelet equations for a turbulent reacting jet-in-cross-flow
COMBUSTION AND FLAME
2014; 161 (10): 2601-2613
View details for DOI 10.1016/j.combustflame.2014.04.007
View details for Web of Science ID 000341905200011
-
Effects of flow-field and mixture inhomogeneities on the ignition dynamics in continuous flow reactors
COMBUSTION AND FLAME
2014; 161 (9): 2317-2326
View details for DOI 10.1016/j.combustflame.2014.02.007
View details for Web of Science ID 000340443400010
-
Tabulated chemistry approach for diluted combustion regimes with internal recirculation and heat losses
COMBUSTION AND FLAME
2014; 161 (8): 2120-2136
View details for DOI 10.1016/j.combustflame.2014.01.015
View details for Web of Science ID 000337990500015
-
Discontinuous Galerkin method for multicomponent chemically reacting flows and combustion
JOURNAL OF COMPUTATIONAL PHYSICS
2014; 270: 105-137
View details for DOI 10.1016/j.jcp.2014.03.029
View details for Web of Science ID 000336406200007
-
Modeling of Non-Equilibrium Homogeneous Turbulence in Rapidly Compressed Flows
FLOW TURBULENCE AND COMBUSTION
2014; 93 (1): 93-124
View details for DOI 10.1007/s10494-014-9535-7
View details for Web of Science ID 000338232700005
-
Effects of finite-rate chemistry and detailed transport on the instability of jet diffusion flames
JOURNAL OF FLUID MECHANICS
2014; 745: 647-681
View details for DOI 10.1017/jfm.2014.95
View details for Web of Science ID 000333907700027
-
Subgrid-scale backscatter in reacting and inert supersonic hydrogen-air turbulent mixing layers
JOURNAL OF FLUID MECHANICS
2014; 743: 554-584
View details for DOI 10.1017/jfm.2014.62
View details for Web of Science ID 000332844200024
-
Large-eddy simulation of a piloted premixed jet burner
COMBUSTION AND FLAME
2013; 160 (12): 2896-2910
View details for DOI 10.1016/j.combustflame.2013.07.009
View details for Web of Science ID 000326061700022
-
Effect of gravity on capillary instability of liquid jets
PHYSICAL REVIEW E
2013; 87 (5)
Abstract
The effect of gravity on the onset and growth rate of capillary instabilities in viscous liquid jets is studied. To this end, a spatial linear stability analysis of Cosserat's equations is performed using a multiscale expansion technique. A dispersion relation and expressions for the perturbation amplitude are derived to evaluate the growth rate of the most unstable axisymmetric disturbance mode. Modeling results are compared with classical results in the limit of zero Bond number, confirming the validity of this approach. Expressions for the critical Weber number, demarcating the transition between convective and absolute instability are derived as functions of capillary and Bond numbers. Parametric investigations for a range of relevant operating conditions (characterized by capillary, Weber, and Bond numbers) are performed to examine the jet breakup and the perturbation growth rate. In addition to the physical insight that is obtained from this investigation, the results that are presented in this work could also be of relevance as test cases for the algorithmic development and the verification of high-fidelity multiphase simulation codes.
View details for DOI 10.1103/PhysRevE.87.053017
View details for Web of Science ID 000319284800009
View details for PubMedID 23767630
- Effect of gravity on capillary instability of liquid jets. Physical Review E 2013; 87: 053017
-
Acoustic characterization of a partially-premixed gas turbine model combustor: Syngas and hydrocarbon fuel comparisons
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2013; 34: 3145-3153
View details for DOI 10.1016/j.proci.2012.06.157
View details for Web of Science ID 000313131800144
- Liquid Jet Instability Under Gravity Effects. 2013
- Detailed Simulations of Shock-Bifurcation and Ignition of an Argon-diluted Hydrogen/Oxygen Mixture in a Shock Tube. 2013
- Large Eddy Simulation of Shear Coaxial Rocket Injector: Real Fluid Effects. 2013
- Discontinuous Galerkin Method for Compressible Viscous Reacting Flows. 2013
- Acoustic characterization of a partially-premixed gas turbine model combustor: Syngas and hydrocarbon fuel comparisons. 2013
- Regularization of reaction progress variable for application to flamelet-based combustion models. Journal of Computational Physics 2012; 23 (231): 7715-7721
-
On the generation of direct combustion noise in turbulent non-premixed flames
INTERNATIONAL JOURNAL OF AEROACOUSTICS
2012; 11 (1): 25-78
View details for Web of Science ID 000299393900002
- On the generation of direct combustion noise in turbulent nonpremixed flames. International Journal of Aeroacoustics 2012; 11: 25-78
- On the role of turbulence in rapid compression machines: Autoignition of syngas mixtures. Combustion and Flame 2012; 157: 1592-1604
- Large-eddy simulation of a jet in hot coflow burner operating in the oxygen-diluted combustion regime. Flow, Turbulence and Combustion 2012; 3 (89): 449-464
- Reduced order modeling of turbulent reacting flows with application to scramjets. Journal of Propulsion and Power 2011; 2 (27): 371-382
-
LES flamelet modeling of a three-stream MILD combustor: Analysis of flame sensitivity to scalar inflow conditions
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2011; 33: 1309-1317
View details for DOI 10.1016/j.proci.2010.05.019
View details for Web of Science ID 000285780200144
-
LES Modeling of a Turbulent Lifted Flame in a Vitiated Co-flow Using an Unsteady Flamelet/Progress Variable Formulation
8th Workshop on Direct and Large-Eddy Simulation
SPRINGER. 2011: 339–344
View details for DOI 10.1007/978-94-007-2482-2_54
View details for Web of Science ID 000323091800054
- LES modeling of a turbulent lifted flame in a vitiated co-flow using an unsteady flamelet/progress variable formulation. Direct and Large-Eddy Simulation VIII, Proceedings of the Eighth International ERCOFTAC Workshop on Direct and Large-Eddy Simulation edited by Kuerten, J., G.M. University of Eindhoven. 2011
- LES modeling of a turbulent lifted flame in a vitiated co-flow using an unsteady flamelet/progress variable formulation. edited by Kuerten, J., G.M. 2011
- Characterization of flow field structure and species composition in a shear coaxial rocket GH2/GO2 injector: Modeling of wall heat losses. Presented at the 47th AIAA/ASME/SAE/ASEE Joint Propulsion Conference and Exhibit, AIAA 2011-6125, San Diego, CA 2011
- Characterization of flow field structure and species composition in a shear coaxial rocket GH2/GO2 injector: Modeling of wall heat losses. 2011
- LES of a gaseous H2/O2 rocket injector: Wall heat transfer modeling. 2011
- Reconcile discrepancies of current syngas kinetics models by considering turbulence effects on ignition delay at gas-turbine relevant operating conditions. 2011
- LES flamelet modeling of a three-stream MILD combustor: Analysis of flame sensitivity to scalar inflow conditions. 2011
- Construction of Optimal Artificial Neural Network Architectures for Application to Chemical Systems: Comparison of Generalized Pattern Search Method and Evolutionary Algorithm. Artificial Neural Networks InTech Open Access Publisher. 2011
-
Prediction of autoignition in a lifted methane/air flame using an unsteady flamelet/progress variable model
COMBUSTION AND FLAME
2010; 157 (10): 1850-1862
View details for DOI 10.1016/j.combustflame.2010.07.015
View details for Web of Science ID 000281337800005
- Prediction of autoignition in a lifted methane/air flame using an unsteady flamelet/progress variable model. Combustion and Flame 2010; 157: 1850-1862
- Topological Optimization of Artificial Neural Networks Using a Pattern Search Method. Neural Computation and Particle Accelerators: Research, Technology and Applications (Neuroscience Research Progress) edited by Chabot, E., D’arras, H. Nova Science Publishers. 2010
- Analysis of different sound source formulations to simulate combustion generated noise using a hybrid LES/APE-RF method. International Journal of Aeroacoustics 2009; 1-2 (8): 95-123
-
Optimal artificial neural networks and tabulation methods for chemistry representation in LES of a bluff-body swirl-stabilized flame
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2009; 32: 1527-1535
View details for DOI 10.1016/j.proci.2008.06.100
View details for Web of Science ID 000264756800176
-
Radiation of noise in turbulent non-premixed flames
PROCEEDINGS OF THE COMBUSTION INSTITUTE
2009; 32: 1545-1553
View details for DOI 10.1016/j.proci.2008.06.137
View details for Web of Science ID 000264756800178
-
Prediction of extinction and reignition in nonpremixed turbulent flames using a flamelet/progress variable model 1. A priori study and presumed PDF closure
COMBUSTION AND FLAME
2008; 155 (1-2): 70-89
View details for DOI 10.1016/j.combustflame.2008.04.001
View details for Web of Science ID 000260362400006
-
Prediction of extinction and reignition in nonpremixed turbulent flames using a flamelet/progress variable model 2. Application in LES of Sandia flames D and E
COMBUSTION AND FLAME
2008; 155 (1-2): 90-107
View details for DOI 10.1016/j.combustflame.2008.04.015
View details for Web of Science ID 000260362400007
-
Modeling of radiation and nitric oxide formation in turbulent nonpremixed flames using a flamelet/progress variable formulation
PHYSICS OF FLUIDS
2008; 20 (5)
View details for DOI 10.1063/1.2911047
View details for Web of Science ID 000256304800032
-
Generation of optimal artificial neural networks using a pattern search algorithm: Application to approximation of chemical systems
NEURAL COMPUTATION
2008; 20 (2): 573-601
Abstract
A pattern search optimization method is applied to the generation of optimal artificial neural networks (ANNs). Optimization is performed using a mixed variable extension to the generalized pattern search method. This method offers the advantage that categorical variables, such as neural transfer functions and nodal connectivities, can be used as parameters in optimization. When used together with a surrogate, the resulting algorithm is highly efficient for expensive objective functions. Results demonstrate the effectiveness of this method in optimizing an ANN for the number of neurons, the type of transfer function, and the connectivity among neurons. The optimization method is applied to a chemistry approximation of practical relevance. In this application, temperature and a chemical source term are approximated as functions of two independent parameters using optimal ANNs. Comparison of the performance of optimal ANNs with conventional tabulation methods demonstrates equivalent accuracy by considerable savings in memory storage. The architecture of the optimal ANN for the approximation of the chemical source term consists of a fully connected feedforward network having four nonlinear hidden layers and 117 synaptic weights. An equivalent representation of the chemical source term using tabulation techniques would require a 500 x 500 grid point discretization of the parameter space.
View details for PubMedID 18045024
- Prediction of extinction and reignition in non-premixed turbulent flames using a flamelet/progress variable model 2. Application in LES of Sandia Flames D and E. Combustion and Flame 2008; 155: 90-107
- Modeling of radiation and nitric oxide formation in turbulent nonpremixed flames using a flamelet/progress variable formulation. Physics of Fluids 2008; 20: 055110
- Large-eddy simulation of turbulent reacting flows. Progress in Aerospace Sciences 2008; 6 (44): 466-478
- Construction of optimal artificial neural networks for tabulated chemistry using a pattern search algorithm. 2008
- Prediction of extinction and reignition in non-premixed turbulent flames using a flamelet/progress variable model 1. A priori study and presumed PDF closure. Combustion and Flame 2008; 155: 70-89
- Generation of optimal artificial neural networks using a pattern search algorithm: Application to approximation of chemical systems. Neural Computation 2008; 20: 573–601
- On the optimization of artificial neural networks for application to the approximation of chemical systems. Center for Turbulence Research Annual Research Briefs 2006: 105–118
- Towards the prediction of combustion-generated noise in non-premixed turbulent flames using large-eddy simulation. Center for Turbulence Research Annual Research Briefs 2005: 311–323
-
Prediction of local extinction and re-ignition effects in non-premixed turbulent combustion using a flamelet/progress variable approach
30th International Symposium on Combustion
ELSEVIER SCIENCE INC. 2005: 793–800
View details for DOI 10.1016/j.proci.2004.08.260
View details for Web of Science ID 000229944200083
-
Stochastic mixing model with power law decay of variance
PHYSICAL REVIEW E
2005; 71 (1)
Abstract
A stochastic mixing model based on the law of large numbers is presented that describes the decay of the variance of a conserved scalar in decaying turbulence as a power law, sigma2(c) proportional t(-alpha). A general Lagrangian mixing process is modeled by a stochastic difference equation where the mixing frequency and the ambient concentration are random processes. The mixing parameter lambda is introduced as a coefficient in the mixing frequency in order to account for initial length-scale ratio of the velocity and scalar field and other physical dependencies. We derive a nonlinear integral equation for the probability density function (pdf) of a conserved scalar that describes the relaxation of an arbitrary initial distribution to a delta-function. Numerical studies of this equation are conducted, and it is shown that lambda has a distinct influence on the decay rate of the scalar. Results obtained from the model for the evolution of the pdf are in a good agreement with direct numerical simulation (DNS) data.
View details for DOI 10.1103/PhysRevE.71.016310
View details for Web of Science ID 000227459400087
View details for PubMedID 15697725
- Stochastic mixing model with power law decay of variance. Physical Review E 2005; 1 (71): 1–9
- Numerical prediction of nitrogen oxide emission using flamelet/progress variable model. 2005
- LES of a non-premixed flame using an extended flamelet/progress variable model. 2005
- Flamelet/progress variable model closure with statistically mostlikely distribution. 2005
- An unsteady/flamelet progress variable method for LES of nonpremixed turbulent combustion. 2005
- Prediction of local extinction and re-ignition effects in non-premixed turbulent combustion using a flamelet/progress variable approach. 2005
- An extended flamelet/progress variable method for LES of nonpremixed turbulent combustion. 2004
- Stochastic mixing model with power law decay of variance. Center for Turbulence Research Annual Research Briefs 2003: 285–296