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Title: A computationally efficient P1 radiation model for modern combustion systems utilizing pre-conditioned conjugate gradient methods

Abstract

The iterative convergence of the P1 radiation model can be slow in optically thin scenarios when employing classical iterative methods. In order to remedy this shortcoming, an in-house P1 radiation model was interfaced with high performance, scalable, linear solver libraries. Next, the accuracies of P1 radiation model calculations was assessed by comparing its predictions against discrete ordinates (DO) model calculations for prototypical problems representative of modern combustion systems. Corresponding benchmark results were also included for comparison. Utilizing Pre-Conditioners (PC) to the Conjugate Gradients (CG) method, the convergence time of the P1 radiation model reduced by a factor of 30 for modest problem sizes and a factor of 70 for larger sized problems when compared against classical Gauss Seidel sweeps. Additionally, PC provided 50% computational savings compared to employing CG in a standalone mode. The P1 model calculation times were about 25–30% of the DO model calculation time. The time to solution also scaled linearly with an increase in problem size. The weighted sum of gray gases model employed in this study in conjunction with the P1 model provided good agreement against benchmark data with L2 error norms (defined relative to corresponding DO calculations) improving when isotropic intensities were prevalent.

Authors:
 [1]
  1. University of North Dakota, Grand Forks, ND (United States)
Publication Date:
Research Org.:
Univ. of North Dakota, Grand Forks, ND (United States)
Sponsoring Org.:
USDOE Office of Fossil Energy (FE)
OSTI Identifier:
1533557
Alternate Identifier(s):
OSTI ID: 1416641
Grant/Contract Number:  
FE0026191
Resource Type:
Accepted Manuscript
Journal Name:
Applied Thermal Engineering
Additional Journal Information:
Journal Volume: 119; Journal Issue: C; Journal ID: ISSN 1359-4311
Publisher:
Elsevier
Country of Publication:
United States
Language:
English
Subject:
32 ENERGY CONSERVATION, CONSUMPTION, AND UTILIZATION; 42 ENGINEERING; radiative transfer; iterative methods; WSGGM; oxy-combustion; P-1 model

Citation Formats

Krishnamoorthy, Gautham. A computationally efficient P1 radiation model for modern combustion systems utilizing pre-conditioned conjugate gradient methods. United States: N. p., 2017. Web. doi:10.1016/j.applthermaleng.2017.03.055.
Krishnamoorthy, Gautham. A computationally efficient P1 radiation model for modern combustion systems utilizing pre-conditioned conjugate gradient methods. United States. https://doi.org/10.1016/j.applthermaleng.2017.03.055
Krishnamoorthy, Gautham. Tue . "A computationally efficient P1 radiation model for modern combustion systems utilizing pre-conditioned conjugate gradient methods". United States. https://doi.org/10.1016/j.applthermaleng.2017.03.055. https://www.osti.gov/servlets/purl/1533557.
@article{osti_1533557,
title = {A computationally efficient P1 radiation model for modern combustion systems utilizing pre-conditioned conjugate gradient methods},
author = {Krishnamoorthy, Gautham},
abstractNote = {The iterative convergence of the P1 radiation model can be slow in optically thin scenarios when employing classical iterative methods. In order to remedy this shortcoming, an in-house P1 radiation model was interfaced with high performance, scalable, linear solver libraries. Next, the accuracies of P1 radiation model calculations was assessed by comparing its predictions against discrete ordinates (DO) model calculations for prototypical problems representative of modern combustion systems. Corresponding benchmark results were also included for comparison. Utilizing Pre-Conditioners (PC) to the Conjugate Gradients (CG) method, the convergence time of the P1 radiation model reduced by a factor of 30 for modest problem sizes and a factor of 70 for larger sized problems when compared against classical Gauss Seidel sweeps. Additionally, PC provided 50% computational savings compared to employing CG in a standalone mode. The P1 model calculation times were about 25–30% of the DO model calculation time. The time to solution also scaled linearly with an increase in problem size. The weighted sum of gray gases model employed in this study in conjunction with the P1 model provided good agreement against benchmark data with L2 error norms (defined relative to corresponding DO calculations) improving when isotropic intensities were prevalent.},
doi = {10.1016/j.applthermaleng.2017.03.055},
journal = {Applied Thermal Engineering},
number = C,
volume = 119,
place = {United States},
year = {Tue Mar 14 00:00:00 EDT 2017},
month = {Tue Mar 14 00:00:00 EDT 2017}
}

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Cited by: 19 works
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Works referenced in this record:

Large Eddy Simulation of a 100 kWth swirling oxy-coal furnace
journal, October 2016


LES modelling of air and oxy-fuel pulverised coal combustion—impact on flame properties
journal, January 2011


Ignition of co-axial turbulent diffusion oxy-coal jet flames: Experiments and simulations collaboration
journal, June 2013


Numerical simulation of oxy-fuel jet flames using unstructured LES–CMC
journal, January 2015


The P-1 model for thermal radiation transfer: advantages and limitations
journal, February 1996


Evaluation of solution methods for radiative heat transfer in gaseous oxy-fuel combustion environments
journal, September 2010

  • Porter, R.; Liu, F.; Pourkashanian, M.
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 111, Issue 14
  • DOI: 10.1016/j.jqsrt.2010.04.028

A Method to Accelerate Convergence and to Preserve Radiative Energy Balance in Solving the P1 Equation by Iterative Methods
journal, May 2002

  • Li, Genong; Modest, Michael F.
  • Journal of Heat Transfer, Vol. 124, Issue 3
  • DOI: 10.1115/1.1423318

The Efficient Iterative Solution of the P1 Equation
journal, October 2008

  • Hassanzadeh, P.; Raithby, G. D.
  • Journal of Heat Transfer, Vol. 131, Issue 1
  • DOI: 10.1115/1.2993546

Incomplete factorization-based preconditionings for solving the Helmholtz equation
journal, January 2001


Advances in Iterative Methods and Preconditioners for the Helmholtz Equation
journal, December 2007


CO2 capture using oxygen enhanced combustion strategies for natural gas power plants
journal, May 2002


Oxyfuel combustion for CO2 capture in power plants
journal, September 2015

  • Stanger, Rohan; Wall, Terry; Spörl, Reinhold
  • International Journal of Greenhouse Gas Control, Vol. 40
  • DOI: 10.1016/j.ijggc.2015.06.010

A parametric study of radiative heat transfer in pulverised coal furnaces
journal, August 2000

  • Marakis, J. G.; Papapavlou, C.; Kakaras, E.
  • International Journal of Heat and Mass Transfer, Vol. 43, Issue 16
  • DOI: 10.1016/S0017-9310(99)00347-6

An overview on oxyfuel coal combustion—State of the art research and technology development
journal, August 2009


Process design and performance analysis of a Staged, Pressurized Oxy-Combustion (SPOC) power plant for carbon capture
journal, July 2014


A comprehensive evaluation of different radiation models in a gas turbine combustor under conditions of oxy-fuel combustion with dry recycle
journal, March 2016

  • Kez, V.; Liu, F.; Consalvi, J. L.
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 172
  • DOI: 10.1016/j.jqsrt.2015.11.002

Comparisons of Radiative Heat Transfer Calculations in a Jet Diffusion Flame Using Spherical Harmonics and k-Distributions
journal, September 2014

  • Cai, Jian; Marquez, Ricardo; Modest, Michael F.
  • Journal of Heat Transfer, Vol. 136, Issue 11
  • DOI: 10.1115/1.4026169

Analysis of Radiation Modeling for Turbulent Combustion: Development of a Methodology to Couple Turbulent Combustion and Radiative Heat Transfer in LES
journal, March 2011

  • Poitou, Damien; El Hafi, Mouna; Cuenot, BĂ©nĂ©dicte
  • Journal of Heat Transfer, Vol. 133, Issue 6
  • DOI: 10.1115/1.4003552

A Comparison of Angular Discretization Strategies for Modeling Radiative Transfer in Pool Fire Simulations
journal, September 2012


Models for gaseous radiative heat transfer applied to oxy-fuel conditions in boilers
journal, January 2010


New correlations for the weighted-sum-of-gray-gases model in oxy-fuel conditions based on HITEMP 2010 database
journal, December 2012


A new weighted-sum-of-gray-gases model for oxy-combustion scenarios: A new model for oxy-combustion scenarios
journal, December 2012

  • Krishnamoorthy, Gautham
  • International Journal of Energy Research, Vol. 37, Issue 14
  • DOI: 10.1002/er.2988

A line by line based weighted sum of gray gases model for inhomogeneous CO2–H2O mixture in oxy-fired combustion
journal, September 2014


Evaluation of emissivity correlations for H2O-CO 2-N 2/air mixtures and coupling with solution methods of the radiative transfer equation
journal, January 1996


Validation of spectral gas radiation models under oxyfuel conditions. Part A: Gas cell experiments
journal, July 2011

  • Becher, Valentin; Clausen, Sonnik; Fateev, Alexander
  • International Journal of Greenhouse Gas Control, Vol. 5
  • DOI: 10.1016/j.ijggc.2011.05.005

Validation of spectral gas radiation models under oxyfuel conditions – Part C: Validation of simplified models
journal, November 2012

  • Becher, Valentin; Goanta, Adrian; Spliethoff, Hartmut
  • International Journal of Greenhouse Gas Control, Vol. 11
  • DOI: 10.1016/j.ijggc.2012.07.011

Predicting Radiative Heat Transfer in Oxy-Methane Flame Simulations: An Examination of Its Sensitivities to Chemistry and Radiative Property Models
journal, January 2015

  • Abdul-Sater, Hassan; Krishnamoorthy, Gautham; Ditaranto, Mario
  • Journal of Combustion, Vol. 2015
  • DOI: 10.1155/2015/439520

Calculations of gas thermal radiation transfer in one-dimensional planar enclosure using LBL and SNB models
journal, October 2011


The Spectral-Line Weighted-Sum-of-Gray-Gases Model for H2O/CO2 Mixtures
journal, August 1995

  • Denison, M. K.; Webb, B. W.
  • Journal of Heat Transfer, Vol. 117, Issue 3
  • DOI: 10.1115/1.2822652

Efficient representation of the absorption line blackbody distribution function for H2O, CO2, and CO at variable temperature, mole fraction, and total pressure
journal, May 2014

  • Pearson, John T.; Webb, Brent W.; Solovjov, Vladimir P.
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 138
  • DOI: 10.1016/j.jqsrt.2014.01.019

The Full-Spectrum Correlated-k Distribution for Thermal Radiation From Molecular Gas-Particulate Mixtures
journal, June 2001

  • Modest, Michael F.; Zhang, Hongmei
  • Journal of Heat Transfer, Vol. 124, Issue 1
  • DOI: 10.1115/1.1418697

A full-spectrum k-distribution look-up table for radiative transfer in nonhomogeneous gaseous media
journal, January 2016

  • Wang, Chaojun; Ge, Wenjun; Modest, Michael F.
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 168
  • DOI: 10.1016/j.jqsrt.2015.08.017

The TN Quadrature Set for the Discrete Ordinates Method
journal, November 1995

  • Thurgood, C. P.; Pollard, A.; Becker, H. A.
  • Journal of Heat Transfer, Vol. 117, Issue 4
  • DOI: 10.1115/1.2836285

Parallel Computations of Radiative heat Transfer Using the Discrete Ordinates Method
journal, December 2004

  • Krishnamoorthy, Gautham; Rawat, Rajesh; Smith, Philip J.
  • Numerical Heat Transfer, Part B: Fundamentals, Vol. 47, Issue 1
  • DOI: 10.1080/10407790490487451

Spatial Domain-Based Parallelism in Large-Scale, Participating-Media, Radiative Transport Applications
journal, June 1997

  • Burns, Shawn P.; Christen, Mark A.
  • Numerical Heat Transfer, Part B: Fundamentals, Vol. 31, Issue 4
  • DOI: 10.1080/10407799708915117

Methods of conjugate gradients for solving linear systems
journal, December 1952

  • Hestenes, M. R.; Stiefel, E.
  • Journal of Research of the National Bureau of Standards, Vol. 49, Issue 6
  • DOI: 10.6028/jres.049.044

Evaluation of Coefficients for the Weighted Sum of Gray Gases Model
journal, November 1982

  • Smith, T. F.; Shen, Z. F.; Friedman, J. N.
  • Journal of Heat Transfer, Vol. 104, Issue 4
  • DOI: 10.1115/1.3245174

Biomass enables the transition to a carbon-negative power system across western North America
journal, February 2015

  • Sanchez, Daniel L.; Nelson, James H.; Johnston, Josiah
  • Nature Climate Change, Vol. 5, Issue 3
  • DOI: 10.1038/nclimate2488

Assessing the Role of Particles in Radiative Heat Transfer during Oxy-Combustion of Coal and Biomass Blends
journal, January 2015

  • Krishnamoorthy, Gautham; Wolf, Caitlyn
  • Journal of Combustion, Vol. 2015
  • DOI: 10.1155/2015/793683

SLW modeling of radiative transfer in multicomponent gas mixtures
journal, May 2000

  • Solovjov, Vladimir P.; Webb, Brent W.
  • Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 65, Issue 4
  • DOI: 10.1016/S0022-4073(99)00133-8

Full spectrum k-distribution correlations for CO2 from the CDSD-1000 spectroscopic databank
journal, May 2004