Publications

• Armstrong, Elizabeth & Sutherland, James C. (2024). Reduced-order modeling with reconstruction-informed projections. Combustion and Flame. Vol. 259. Published, 01/2024.
  https://linkinghub.elsevier.com/retrieve/pii/S0010...
• Zdybał, Kamila, Armstrong, Elizabeth, Parente, Alessandro & Sutherland, James C (2023). PCAfold 2.0—Novel tools and algorithms for low-dimensional manifold assessment and optimization. SoftwareX. Vol. 23. Published, 07/2023.
  https://www.sciencedirect.com/science/article/pii/...
• Zdybał, Kamila, D’Alessio, Giuseppe, Attili, Antonio, Coussement, Axel , Sutherland, James C. & Parente, Alessandro (2023). Local manifold learning and its link to domain-based physics knowledge. Applications in Energy and Combustion Science. Vol. 14. Published, 06/2023.
  https://www.sciencedirect.com/science/article/pii/...
• Zdybał, Kamila, Parente, Alessandro & Sutherland, James C. (2023). Improving reduced-order models through nonlinear decoding of projection-dependent outputs. Patterns. Vol. 4. Published, 04/2023.
  https://linkinghub.elsevier.com/retrieve/pii/S2666...
• Zdybal, K., D’Alessio, G., Aversano, Gianmarco, Malik, Mohammad Rafi, Coussement, A., Sutherland, James C & Parente, Alessandro (2023). Advancing Reacting Flow Simulations with Data-Driven Models. Data-Driven Fluid Mechanics. Published, 01/2023.
  https://www.cambridge.org/core/books/datadriven-fl...
• Zdybał, Kamila , Malik, Mohammad Rafi, Coussement, Axel, Sutherland, James C & Parente, Alessandro (2022). Reduced-order modeling of reactive flows using data-driven approaches. Lecture notes in Energy: Machine Learning and its Application to Reacting Flows. Published, 09/2022.
  https://link.springer.com/book/9783031162473
• McConnell, Josh, Ortiz, Weston, Sutherland, James C., Newell, Pania, Grillet, Anne M., McMaster, Anthony M., Bhakta, Rajkumar B. & Rao, Rekha R. (2022). Computational modeling and experiments of an elastoviscoplastic fluid in a thin mold-filling geometry. Journal of Non-Newtonian Fluid Mechanics. Vol. 307. Published, 09/2022.
  https://linkinghub.elsevier.com/retrieve/pii/S0377...
• Zdybał, Kamila, Armstrong, Elizabeth, Sutherland, James C. & Parente, Alessandro (2022). Cost function for low-dimensional manifold topology assessment. Scientific Reports. Published, 08/2022.
  https://www.nature.com/articles/s41598-022-18655-1
• Armstrong, Elizabeth, Hansen, Michael A., Knaus, Robert C., Trask, Nathaniel A., Hewson, John C. & Sutherland, James C. (2022). Accurate Compression of Tabulated Chemistry Models with Partition of Unity Networks. Combustion Science and Technology. Published, 08/2022.
  https://www.tandfonline.com/doi/full/10.1080/00102...
• Kamila Zdybal, James Sutherland & Alessandro Parente (2022). Manifold-informed state vector subset for reduced-order modeling. Proceedings of the Combustion Institute. Published, 07/14/2022.
  https://www.sciencedirect.com/science/article/pii/...
• Kamila Zdybał, D’Alessio, G., Aversano, G., Malik, M., Coussement, A., Sutherland, James C & Parente, A (2022). Advancing Reactive Flow Simulations with Data-Driven Models. Cambridge University Press. Published, 05/2022.
• Elizabeth Armstrong, John Hewson & James Sutherland (2022). Characterizing Tradeoffs in Memory, Accuracy, and Speed for Chemistry Tabulation Techniques. Combustion Science and Technology. Published, 01/26/2022.
  https://www.tandfonline.com/doi/full/10.1080/00102...
• Hang Zhou, Josh McConnell, Terry A. Ring & James C. Sutherland (2022). Insights of MILD Combustion from High-Fidelity Simulations. Springer. Published, 01/2022.
  https://link.springer.com/book/10.1007%2F978-981-1...
• Elizabeth Armstrong, John C Hewson & James C Sutherland (2022). Characterizing Tradeoffs in Memory , Accuracy , and Speed for Chemistry Tabulation Techniques. Combustion Science and Technology. Published, 01/2022.
• Hang Zhou, Terry A. Ring & James C. Sutherland (2021). Additional criteria for MILD coal combustion. Proceedings of the Combustion Institute. Vol. 38, 4233–4240. Published, 08/2021.
  https://linkinghub.elsevier.com/retrieve/pii/S1540...
• Hang Zhou, Josh McConnell, Terry A. Ring & James C. Sutherland (2021). Characterization of temperature criteria using gas-phase fuel streams for mild coal combustion. Fuel. Vol. 296. Published, 07/2021.
• Mokbel Karam, James C. Sutherland & Tony Saad (2021). Low-cost Runge-Kutta integrators for incompressible flow simulations. Journal of Computational Physics. Published, 06/2021.
• Elizabeth Armstrong & James C. Sutherland (2021). A technique for characterising feature size and quality of manifolds. Combustion Theory and Modelling. Vol. 25, 646-668. Published, 06/2021.
• Hayden A Hedworth, Mokbel Karam, Josh McConnell, James C. Sutherland & Tony Saad (2021). Mitigation strategies for airborne disease transmission in orchestras using computational fluid dynamics. Science Advances. Vol. 7. Published, 06/2021.
• Qi Rao, Yidong Xia, Jiaoyan Li, Joshua McConnell, James Sutherland & Zhen Li (2021). A modified many- body dissipative particle dynamics model for mesoscopic fluid simulation: methodology, calibration, and application for hydrocarbon and water. Molecular Simulation. Vol. 47, 363–375. Published, 03/2021.
• Josh McConnell & James C. Sutherland (2020). Assessment of Various Tar and Soot Treatment Methods for Use in Coal Combustion Simulation. Fuel. Vol. 265. Published, 04/2020.
  https://linkinghub.elsevier.com/retrieve/pii/S0016...
• Bradley Peterson, Alan Humphrey, Dan Sunderland, James C Sutherland, Tony Saad, Harish Kumar Dasari & Martin Berzins (2018). Automatic Halo Management for the Uintah GPU-Heterogeneous Asynchronous ManyTask Runtime. International Journal of Parallel Programming. Published, 11/2018.
• Mike Hansen, Elizabeth Armstrong & James Sutherland (2018). State space parameterization of explosive eigenvalues during autoignition. Combustion and Flame. Vol. 196. Published, 10/2018.
• Michael A. Hansen & James C. Sutherland (2018). On the consistency of state vectors and Jacobian matrices. Combustion and Flame, . Combustion and Flame. Vol. 193. Published, 07/2018.
• Siddartha Ravichandran, Michael Brown, Babak Goshayeshi & James C. Sutherland (2017). Progress with Nebo : A portable , performant EDSL for multiphysics applications. Seventh International Workshop on Domain-Specific Languages and High-Level Frameworks for High Performance Computing (WOLFHPC). Published, 11/2017.
  http://hpc.pnl.gov/conf/wolfhpc/2017/schedule.html
• Josh McConnell, Babak Goshayeshi & James C. Sutherland (2017). An Evaluation of the Efficacy of Various Coal Combustion Models for Predicting Char Burnout. Fuel. Vol. 201, 53-64. Published, 08/2017.
  http://dx.doi.org/10.1016/j.fuel.2016.11.052
• C. Earl, M. Might, A. Bagusetty, and J. C. Sutherland, “Nebo: An efficient, parallel, and portable domain-specific language for numerically solving partial differential equations,” J. Syst. Softw., vol. 125, pp. 389–400, Mar. 2017. Published, 03/2017.
  http://linkinghub.elsevier.com/retrieve/pii/S01641...
• T. Saad, D. Cline, J. C. Sutherland, and R. Stoll, “Scalable Tools for Generating Synthetic Isotropic Turbulence with Arbitrary Spectra,” AIAA J., vol. 55, no. 1, pp. 327–331, 2017. Published, 01/2017.
• T. Saad and J. C. Sutherland, “Comment on ``Diffusion by a Random Velocity Field’’ [Phys. Fluids 13 , 22 (1970)],” Phys. Fluids, vol. 28, no. 11, 2016. Published, 12/2016.
• N. Punati, H. Wang, E. R. Hawkes, and J. C. Sutherland, “One-Dimensional Modeling of Turbulent Premixed Jet Flames - Comparison to DNS,” Flow, Turbul. Combust., vol. 97, no. 3, pp. 913–930, Oct. 2016. Published, 10/2016.
  http://link.springer.com/article/10.1007%2Fs10494-...
• Michael A. Hansen & James C. Sutherland (2016). Dual Timestepping Methods for Detailed Combustion Chemistry. Combust. Theory Model. Vol. 21, 329-345. Published, 10/2016.
  https://www.tandfonline.com/doi/full/10.1080/13647...
• Josh McConnell & James C. Sutherland (2016). The effect of model fidelity on prediction of char burnout for single-particle coal combustion. Proceedings of the Combustion Institute. Vol. 36, 2165–2172. Published, 07/2016.
  http://linkinghub.elsevier.com/retrieve/pii/S15407...
• T. Saad and J. C. Sutherland, “Wasatch: An architecture-proof multiphysics development environment using a Domain Specific Language and graph theory,” J. Comput. Sci., vol. 17, no. 3, pp. 639–646, May 2016. Published, 05/2016.
• M. A. Hansen and J. C. Sutherland, “Pseudotransient Continuation for Combustion Simulation with Detailed Reaction Mechanisms,” SIAM J. Sci. Comput., vol. 38, no. 2, pp. B272–B296, Jan. 2016. Published, 04/2016.
• N. Yonkee and J. C. Sutherland, “PoKiTT: Exposing Task and Data Parallelism on Heterogeneous Architectures for Detailed Chemical Kinetics, Transport, and Thermodynamics Calculations,” SIAM J. Sci. Comput., vol. 38, no. 5, pp. S264–S281, Jan. 2016. Published, 01/2016.
• Goshayeshi, B., & Sutherland, J. C. (2015). A comparative study of thermochemistry models for oxy-coal combustion simulation. Combustion and Flame, 162(10), 4016–4024. doi:10.1016/j.combustflame.2015.07.041. Published, 10/2015.
  http://linkinghub.elsevier.com/retrieve/pii/S00102...
• Biglari, A., & Sutherland, J. C. (2015). An a-posteriori evaluation of principal component analysis-based models for turbulent combustion simulations. Combustion and Flame, 162(10), 4025–4035. doi:10.1016/j.combustflame.2015.07.042. Published, 10/2015.
  http://linkinghub.elsevier.com/retrieve/pii/S00102...
• E. C. Cyr, E. Phipps, M. A. Heroux, J. Brown, E. T. Coon, R. C. Kirby, T. V Kolev, J. C. Sutherland, and R. Trott, “Algorithms and Abstractions for Assembly in PDE Codes : Workshop Report - SAND2015-1379,” Albuquerque, NM, 2015. Published, 08/2015.
• Goshayeshi, B., & Sutherland, J. C. (2015). Prediction of oxy-coal flame stand-off using high-fidelity thermochemical models and the one-dimensional turbulence model. Proceedings of the Combustion Institute, 35(3), 2829–2837. doi:10.1016/j.proci.2014.07.003. Published, 07/2015.
  http://linkinghub.elsevier.com/retrieve/pii/S15407...
• Isaac, B. J., Thornock, J. N., Sutherland, J., Smith, P. J., & Parente, A. (2015). Advanced regression methods for combustion modelling using principal components. Combustion and Flame, 162(6), 2592–2601. doi:10.1016/j.combustflame.2015.03.008. Published, 06/2015.
  http://linkinghub.elsevier.com/retrieve/pii/S00102...
• "A Comparison of Various Models in Predicting Ignition Delay in Single-Particle Coal Combustion," Combustion and Flame. DOI: 10.1016/j.combustflame.2014.01.010. Published, 01/2014.
• Parente, A., & Sutherland, J. C. (2012). Principal component analysis of turbulent combustion data: Data pre-processing and manifold sensitivity. Combustion and Flame, 160(2), 340–350. doi:10.1016/j.combustflame.2012.09.016. Published, 02/2013.
• Notz, P. K., Pawlowski, R. P., & Sutherland, J. C. (2012). Graph-Based Software Design for Managing Complexity and Enabling Concurrency in Multiphysics PDE Software. ACM Transactions on Mathematical Software, 39(1), 1–21. doi:10.1145/2382585.2382586. Published, 11/2012.
• A. Biglari and J. C. Sutherland, €œA Filter-Independent Model Identification Technique for Turbulent Combustion Modeling, Combustion and Flame, 2012. Published, 01/2012.
• J. C. Sutherland and T. Saad, €œThe Discrete Operator Approach to the Numerical Solution of Partial Differential Equations,€ in 20th AIAA Computational Fluid Dynamics Conference, 2011, AIAA-2011-3377. Published, 06/2011.
• Parente, A., Sutherland, J. C., Dally, B. B., Tognotti, L., & Smith, P. J. (2011). Investigation of the MILD combustion regime via Principal Component Analysis. Proc. Combust. Inst., 33(2), 3333–3341. doi:10.1016/j.proci.2010.05.108. Published, 01/2011.
• Punati, N., Sutherland, J. C., Kerstein, A. R., Hawkes, E. R., & Chen, J. H. (2011). An Evaluation of the One-Dimensional Turbulence Model: Comparison with Direct Numerical Simulations of CO/H2 Jets with Extinction and Reignition. Proc. Combust. Inst., 33(1), 1515–1522. doi:10.1016/j.proci.2010.06.127. Published, 01/2011.
• T. Echekki, A. Kerstein, and J.C. Sutherland, "The One-Dimensional Turbulence (ODT) Model," Turbulent Combustion Modeling: Advances, New Trends and Perspectives., T. Echekki and E. Mastorakos (editors), Springer. Published, 11/2010.
  http://www.springer.com/materials/mechanics/book/9...
• A. Parente, J.C. Sutherland, B.B. Dally, L. Tognotti, and P.J. Smith, "Investigation of the MILD combustion regime via Principal Component Analysis," Proc. Combust. Inst., 2011. Published, 09/2010.
• J.C. Sutherland, N. Punati, and A.R. Kerstein, "A Unified Approach to the Various Formulations of the One-Dimensional Turbulence Model," ICSE Report ICSE100101, 2010. Published, 01/2010.
  http://repository.icse.utah.edu/dspace/handle/1234...

Research Statement

Research Keywords

• Numerical modeling
• Machine Learning/ Artifical Intelligence
• Combustion Simulation
• High Performance Computing
• Computer Simulation or Modeling
• Computational Fluid Dynamics
• Numerical Analysis

Presentations

• Armstrong, E., & Sutherland, J. C. (2023, March). Improvement of Data-Based Reduced-Order Combustion Models. {US} National Combustion Meeting. Other, Presented, 03/2023.
  https://www.combustioninstitute.org/ci-event/13th-...
• Zdybał, K., & Sutherland, James, C. (2023). Reduced-order modeling of reacting flows with a regression-aware autoencoder. {US} National Combustion Meeting. Other, Presented, 03/2023.
  https://www.combustioninstitute.org/ci-event/13th-...
• Zdybał, K., Galassi, R. M., Sutherland, James, C., & Parente, A. (2023). Reduced-order modeling with a regression-aware autoencoder. SIAM Computational Science and Engineering. Other, Presented, 02/2023.
  https://www.siam.org/conferences/cm/conference/cse...
• Sutherland, James, C., & Zdybał, K. (2023). Topological characteristics of low- dimensional manifolds in reduced-order modeling of turbulent combustion. SIAM Computational Science and Engineering. https://meetings.siam.org/sess/dsp_programsess.cfm?SESSIONCODE=75785. Other, Presented, 02/2023.
  https://www.siam.org/conferences/cm/conference/cse...
• Zdyba, K., Armstrong, E., Sutherland, J. C., & Parente, A. (2022). Cost function for assessing the quality of low-dimensional manifolds. SIAM Conference on Mathematics of Data Science. Other, Presented, 09/2022.
  https://www.siam.org/conferences/cm/conference/mds...
• Zhou, H., & Sutherland, James, C. (2022). A parametric study of MILD coal combustion from high-fidelity simulations. 18th International Conference on Numerical Combustion. Other, Presented, 05/2022.
  https://www.combustioninstitute.org/ci-event/inter...
• Zdybał, K., Malik, M. R., Armstrong, E., Sutherland, James, C., & Parente, A. (2022). Characterizing manifold topologies for reduced-order modeling. 18th International Conference on Numerical Combustion, 3. Other, Presented, 05/2022.
• James C. Sutherland, Tony Saad, and Josh Mcconnell. An Approach for Pressure Projection in Variable Density Flows Presented at CalTech. Invited Talk/Keynote, Presented, 12/2019.
• Multiphysics Modeling on Modern Computing Architectures - Challenges and Opportunities. Auckland, NZ. Invited Talk/Keynote, Presented, 11/2019.
• Hang Zhou, Josh Mcconnell, Terry A Ring, and James C Sutherland. Insights on Coal Combustion from High-Fidelity Simulations. In 9th International Symposium on Coal Combustion, Qingdao, China. Invited Talk/Keynote, Presented, 07/2019.
• Panelist: Future science and technologies of clean coal utilazition. In 9th International Symposium on Coal Combustion, Qingdao, China. Invited Talk/Keynote, Presented, 07/2019.
• Mokbel Karam, Fady M. Najjar, Ming Jiang, James C. Sutherland, and Tony Saad. Exploring the Predictibility of Random Forests for the Sedov-Von Neumann-Taylor Blast Wave Solution. SIAM Computational Science and Engineering Conference, Spokane, WA,. Other, Presented, 02/2019.
• Tony Saad and James C. Sutherland. Solving Evolutionary Differential Equations on Heterogeneous Architectures. SIAM Computational Science and Engineering Conference, Spokane, WA. Other, Presented, 02/2019.
• James C. Sutherland. A Review of the Current State of Coal Combustion. Baoding, China, December 2018. Invited Talk/Keynote, Presented, 12/2018.
• James C. Sutherland. New Horizons for Coal? Number December. Baoding, China, December 2018. Invited Talk/Keynote, Presented, 12/2018.
• James C Sutherland. An Assessment of Coal Modeling Approaches: The Effects of Model Fidelity on Predictivity. Beijing, China, December 2018. Invited Talk/Keynote, Presented, 12/2018.
• James C Sutherland. An Assessment of Coal Modeling Approaches: The Effects of Model Fidelity on Predictivity. Suttgart, Germany, July 2018. Invited Talk/Keynote, Presented, 07/2018.
• James C. Sutherland. Progress and Prospective for Extreme-Scale Reacting Flow Simulations. Albuquerque, NM, July 2018. Invited Talk/Keynote, Presented, 07/2018.
• James C Sutherland and Tony Saad. Tools and Techniques to Enable Multiphysics Applications on Heterogeneous Architectures. In PASC18, Basel, Switzerland, July 2018. Other, Presented, 07/2018.
• Tony Saad, Mokbel Karam, and James Sutherland. An Explicit Variable-Density Projection Method for Low-Mach Reacting Flows on Structured Uniform Grids. In 48th AIAA Fluid Dynamics Conference, Atlanta, GA, June 2018. Conference Paper, Refereed, Presented, 06/2018.
• Tony Saad, James Sutherland, and Austin Richards. A Fast Turbulence Generator using Graphics Processing Units. In 48th AIAA Fluid Dynamics Conference, Atlanta, GA, June 2018. Conference Paper, Refereed, Presented, 06/2018.
• James C Sutherland. Multiscale Physics, Algorithms & Computers. John Zink Company, Tulsa, OK, May 2018. Invited Talk/Keynote, Presented, 05/2018.
• James C Sutherland. Tools and Techniques for Multiscale Simulation of Reacting Flows. Shanghai Jiao Tong University, Shanghai, China, March 2018. Invited Talk/Keynote, Presented, 03/2018.
• Elizabeth Armstrong and James C Sutherland. Attractive Manifolds : Progress in PCA Parameterization of Chemical Source Terms. In Western States Section of the Combustion Institute, Bend, OR, March 2018. Other, Presented, 03/2018.
• Josh Mcconnell and James C Sutherland. An a priori Analysis of Mixture Fraction-Based Modeling of Coal Combustion. In Western States Section of the Combustion Institute, pages 1–13, Bend, OR, March 2018. Other, Presented, 03/2018.
• Michael A Hansen and James C Sutherland. Studying Explosive Modes and Cool Flames with Transient, Non-premixed Flamelets. In Western States Section of the Combustion Institute, Bend, OR, March 2018. Other, Presented, 03/2018.
• J. Mcconnell and J. C. Sutherland, “Identification of Low-Dimensional Manifolds in Coal Combustion,” in Sixteenth International Conference on Numerical Combustion, 2017. Conference Paper, Refereed, Presented, 04/2017.
  http://meetings.siam.org/sess/dsp_programsess.cfm?...
• E. Armstrong, M. A. Hansen, and J. C. Sutherland, “Assessment of Stiffness Reduction in Chemical Reacting Systems Using Principal Component Analysis,” in 10th US National Combustion Meeting, 2017, pp. 1–10. Conference Paper, Refereed, Presented, 04/2017.
  http://blog.umd.edu/combustion2017/
• B. Goshayeshi and J. C. Sutherland, “Portable Tabulation for Thermochemical and Radiation Properties in Combustion Simulations,” in Sixteenth International Conference on Numerical Combustion, 2017. Conference Paper, Refereed, Presented, 04/2017.
  http://meetings.siam.org/sess/dsp_talk.cfm?p=83637
• E. Armstrong, M. A. Hansen, and J. C. Sutherland, “A Web-Based Tool for Simulation and Numerical Analysis of Zero-Dimensional Combustion Problems,” in Sixteenth International Conference on Numerical Combustion, 2017. Conference Paper, Refereed, Presented, 04/2017.
  http://www.siam.org/meetings/nc17/program.php
• J. Mcconnell, T. Saad, and J. C. Sutherland, “Coupling an explicit low- Mach projection scheme to various chemistry models and interphase source terms,” in 10th US National Combustion Meeting, 2017. Conference Paper, Refereed, Presented, 04/2017.
• M. A. Hansen and J. C. Sutherland, “Matrix Analysis of the Flamelet Equations Balancing Diffusion and the Chemical Explosive Mode Flamelet equations,” in Sixteenth International Conference on Numerical Combustion, 2017. Conference Paper, Refereed, Presented, 04/2017.
  http://meetings.siam.org/sess/dsp_talk.cfm?p=83649
• J. C. Sutherland and M. Rieth, “Turbulence-Chemistry Interaction in Coal Flames,” in 2nd Workshop on Measurement and Simulation of Coal and Biomass Conversion, 2017. Invited Talk/Keynote, Presented, 04/2017.
  http://www.cbc.uni-due.de/?file=workshop
• B. Goshayeshi and J. C. Sutherland, “Hybrid Computing In Large-Scale Multiphysics Simulation: Tabulated Properties and Particle-Cell Interpolations,” in SIAM Computational Science and Engineering Conference, 2017. Conference Paper, Refereed, Presented, 02/2017.
  http://meetings.siam.org/sess/dsp_programsess.cfm?...
• J. C. Sutherland and T. Saad, “Case Studies in Using a DSL and Task Graphs for Portable Reacting Flow Simulations,” in SIAM Computational Science and Engineering Conference, 2017. Conference Paper, Refereed, Presented, 02/2017.
  http://meetings.siam.org/sess/dsp_programsess.cfm?...
• J. C. Sutherland, J. Mcconnell, and B. Goshayeshi, “An Assessment and Comparison of Various Coal Combustion Models,” in First International Workshop on OxyFuel Combustion, 2016. Other, Presented, 02/2016.
• Peterson, B., Dasari, H. K., Humphrey, A., Sutherland, J., Saad, T., & Berzins, M. (2015). Reducing Overhead in the Uintah Framework to Support Short-Lived Tasks on GPU-Heterogeneous Architectures. In Fifth International Workshop on Domain-Specific Languages and High-Level Frameworks for High Performance Computing. Austin, TX. Retrieved from http://hpc.pnl.gov/conf/wolfhpc/2015/. Conference Paper, Refereed, Presented, 11/2015.
• Saad, T., & Sutherland, J. C. (2015). Wasatch : Addressing Multiphsyics and Hardware Complexity in a High-Performance Computing Environment. In Workshop on Software Development Environments for High-Performance Computing. San Francisco, CA. Retrieved from http://www.dehpc.org/. Other, Presented, 10/2015.
• Sutherland, J. C. (2015). Models, Algorithms and Software for Next-Generation Combustion Simulation. In NIST. Gaithersburg, MD. Invited Talk/Keynote, Presented, 05/2015.
• Biglari, A., & Sutherland, J. C. (2015). An a-posteriori Evaluation of Principal Component Analysis-Based Models for Turbulent Combustion Simulations. In 9th US National Combustion Meeting. Cincinnati, OH. Other, Presented, 05/2015.
• Hansen, M., & Sutherland, J. (2015). Dual Time Integration Methods for Stiff, Explosive Combustion Kinetics. In 9th US National Combustion Meeting (pp. 1–12). Cincinnati, OH. Other, Presented, 05/2015.
• Sutherland, J. C. (2015). Efficient Abstractions for Exascale Software Design. In 15th International Conference on Numerical Combustion. Avignon, France. Retrieved from http://www.nc15.ecp.fr/nc15. Other, Presented, 04/2015.
• Yonkee, N., & Sutherland, J. C. (2015). PoKiTT: an Efficient, Platform Agnostic Package for Thermodynamics, Kinetics, and Transport Properties in Reactive Flow Simulations. In 15th International Conference on Numerical Combustion. Avignon, France. Retrieved from http://www.nc15.ecp.fr/. Other, Presented, 04/2015.
• Hansen, M. A., & Sutherland, J. C. (2015). Physics-based Preconditioning and Dual Timestepping for Stiff Combustion Problems. In 15th International Conference on Numerical Combustion. Avignon, France. Other, Presented, 04/2015.
• James C. Sutherland. Multiscale Modeling on Multiscale Computers. In 5th International Conference on Coupled Thermo-Hydro-Mechanical-Chemical (THMC) Processes in Geosystems, Salt Lake City, UT, February 2015. Keynote Address. Invited Talk/Keynote, Presented, 02/2015.
• Sutherland, J. C., & Goshayeshi, B. (2015). Multiphase Turbulent Reacting Flow Simulations Using ODT. In SIAM Computational Science and Engineering Conference. Salt Lake City, UT. Other, Presented, 02/2015.
  http://www.siam.org/meetings/cse15/
• Sutherland, J. C., & Bagusetty, A. (2015). DAG-Based Efficient Scalable and Portable PDE Software. In SIAM Computational Science and Engineering Conference. Salt Lake City, UT. Other, Presented, 02/2015.
  https://www.pathlms.com/siam/courses/1043/sections...
• Sutherland, J. C., Might, M., Earl, C., Saad, T., & Bagusetty, A. (2014). Flexible, Efficient Abstractions for High Performance Computation on Current and Emerging Architectures. In Algorithms and Abstractions for Assembly in PDE Codes Workshop. Albuquerque, NM. Other, Presented, 06/2014.
• Sutherland, J. C., Might, M., Earl, C., & Saad, T. (2014). Design Paradigms to Accommodate Architectural Uncertainty in Multiphysics Applications. In SIAM Parallel Processing Conference. Portland, OR. Other, Presented, 02/2014.
• Earl, C., Sutherland, J. C., & Might, M. (2014). Nebo: A DSL for Numerical Solution of PDEs on Current and Emerging Architectures. In SIAM Parallel Processing Conference. Portland, OR. Other, Presented, 02/2014.
• James C. Sutherland. Scalable Multiphysics Software Design for Emerging HPC Architectures. Sandia National Laboratories, Livermore, CA, September 2013. Invited Talk/Keynote, Presented, 09/2013.
• James C. Sutherland. High Fidelity Models for Tractable Simulation of Turbulent Reacting Flows. Sandia National Laboratories, Livermore, CA, September 2013. Invited Talk/Keynote, Presented, 09/2013.
• Babak Goshayeshi and James C Sutherland. A Comparison of Various Models in Predicting Ignition Delay in Single-Particle Coal Combustion. In 8th National US Combustion Meeting, pages 1–17, Salt Lake City, UT, May 2013. Other, Presented, 05/2013.
• Amir Biglari, Tony Saad, and James C. Sutherland. An Efficient and Explicit Pressure Projection Method for Reacting Flow Simulations. In 8th National US Combustion Meeting, pages 1–14, Salt Lake City, UT, May 2013. Other, Presented, 05/2013.
• Benjamin Isaac, Alessandro Parente, James C. Sutherland, Philip J. Smith, G. Fru, and D Thevenin. Source Term Parameterization for PCA Combustion Modeling. In 8th National US Combustion Meeting, pages 1–11, Salt Lake City, UT, May 2013. Other, Presented, 05/2013.
• Alessandro Parente, James C Sutherland, and Benjamin Isaac. Development of Reduced Order Models Based on Principal Components and Principal Variables. In SIAM Numerical Combustion Conference, San Antonio, TX, April 2013. Other, Presented, 04/2013.
• Babak Goshayeshi and James C. Sutherland. Analysis of Ignition in Coal Combustion Process Using a One-Dimensional Turbulence Model. In SIAM Numerical Combustion Conference, San Antonio, TX, April 2013. Other, Presented, 04/2013.
• Amir Biglari, Tony Saad, and James C. Sutherland. A Time-Accurate Pressure Projection Method for Reacting Flows. In SIAM Numerical Combustion Conference, San Antonio, TX, April 2013. Other, Presented, 04/2013.
• James C. Sutherland. One-Dimensional Turbulence: An Evaluation based on Comparisons with DNS Data for Turbulent Combustion. In SIAM Numerical Combustion Conference, San Antonio, TX, April 2013. Other, Presented, 04/2013.
• James C. Sutherland. Managing Complexity in Multi-physics Calculations on Modern and Emerging HPC Architectures. In SIAM Computational Science and Engineering Conference, Boston, February 2013. Other, Presented, 02/2013.
• ames C Sutherland. Low-Dimensional Techniques for Modeling Turbulent Reacting Flow. Sandia National Laboratories, Albuquerque, NM, July 2012. Invited Talk/Keynote, Presented, 07/2012.
• Earl, C., Robison, D., Saad, T., Sutherland, J. C., & Might, M. (2012). Automated Algorithm Construction for Large Scale Computational Physics and Reacting Flow Simulations : Software Infrastructure. Parallel Computational Fluid Dynamics. Atlanta, GA. Other, Presented, 05/2012.
  http://sites.jsums.edu/parcfd2012/
• Robison, B. D., & Sutherland, J. C. (2012). Task Scheduling for Multi-Threaded/MPI Hybrid Parallelization. SIAM Parallel Processing Conference. Savannah, GA. Other, Presented, 02/2012.
  http://www.siam.org/meetings/pp12/
• Sutherland, J. C. (2012). Graph-Based Parallel Task Scheduling and Algorithm Generation for Multiphysics PDE Software. SIAM Parallel Processing Conference. Savannah, GA. Other, Presented, 02/2012.
  http://www.siam.org/meetings/pp12/
• James C. Sutherland and Tony Saad. A Novel Computational Framework for Reactive Flow and Multiphysics Simulations. In AIChE Annual Meeting, Minneapolis, MN, October 2011. Other, Presented, 10/2011.
• James C. Sutherland, "Software Design Paradigms for Massively Parallel Multiphysics Applications" Albuquerque, NM, August, 2011. Invited Talk/Keynote, Presented, 08/2011.
• Alessandro Parente and James C. Sutherland. Combustion Modeling with Principal Components. In European Combustion Meeting, Cardiff, UK, June 2011. Other, Presented, 06/2011.
• Alessandro Parente and James C. Sutherland. Reduced Order Models for Reacting Systems Based on Principal Component Analysis. In 13th International Conference on Numerical Combustion, Corfu, Greece, April 2011. Other, Presented, 04/2011.
• Naveen Punati, Babak Goshayeshi, and James C. Sutherland. An Eulerian One-Dimensional Turbulence model: Application to Coal Gasification. In 13th International Conference on Numerical Combustion, Corfu, Greece, April 2011. Other, Presented, 04/2011.
• Amir Biglari and James C. Sutherland. Dimension Reduction in Turbulent Combustion modeling Parameterization using Principal Component Analysis. In 7th US National Combustion Meeting, Atlanta, GA, March 2011. Other, Presented, 03/2011.
• J. C. Sutherland, “Designing Simulation Software And Algorithms For Adaptive, Multiscale Simulations,” AIChE annual meeting, Salt Lake City, UT, Nov. 2010. Other, Presented, 11/2010.
• N. Punati, J. C. Sutherland, “A Low-Dimensional Modeling Approach for Turbulent Particle-Laden Flows,” AIChE annual meeting, Salt Lake City, UT, Nov. 2010. Other, Presented, 11/2010.
• A. Biglari, J. C. Sutherland, “Identification Of Lower Dimensional Manifolds For Turbulent Reacting Systems Via Principal Component Analysis,” AIChE annual meeting, Salt Lake City, UT, Nov. 2010. Other, Presented, 11/2010.
• P. Notz, R. Pawlowski, J. C. Sutherland, “A Software Design for Solving Coupled Multiphysics Equations in a Dynamic, Extensible and Efficient Way,” European Conference on Computational Mechanics, Paris, France, May 2010. Other, Presented, 05/2010.
• N. Punati and J. C. Sutherland, “A study of the Reynolds-number dependence of model parameters in the One-Dimensional-Turbulence model,” Western States Section of the Combustion Institute, Boulder, CO, March 2010. Other, Presented, 03/2010.
• J. C. Sutherland “Automated Algorithm Generation and Thread Parallelism in Complex Scientific Computing Applications,” SIAM Parallel Processing Conference, Seattle, WA, Feb 2010. Other, Presented, 02/2010.
• A. Parente, J.C. Sutherland, B.B. Dally, L. Tognotti, and P.J. Smith, "Investigation of the MILD combustion regime via Principal Component Analysis," Proceedings of the Australian Combustion Symposium, 2009, pp. 1-5. Conference Paper, Refereed, Presented, 12/02/2009.
• N. Punati, J.C. Sutherland, E.R. Hawkes, A.R. Kerstein, and J.H. Chen, "A Comparison of Direct Numerical Simulations with the One-Dimensional Turbulence Model for a Syngas Jet Flame," Irvine, CA: 2009. Conference Paper, Refereed, Presented, 10/26/2009.
• N. Punati and J.C. Sutherland, "Application of an Eulerian One Dimensional Turbulence Model to Simulation of Turbulent Jets," Ann Arbor, MI: 2009. Conference Paper, Refereed, Presented, 05/18/2009.

Research Groups

• Mike Hansen, Undergraduate Student. Chemical Engineering. 03/2011 - 08/2013.

Software Titles

• PCAfold 2.0. Novel tools and algorithms for low-dimensional manifold assessment and optimization. Release Date: 07/2023. Inventors: Zdybał, Kamila Armstrong, Elizabeth Parente, Alessandro Sutherland, James C.
• PoKiTT. An efficient, portable library for thermodynamics, kinetics and transport property evaluation. Release Date: 11/2015. Inventors: Nathan Yonkee, James C. Sutherland.
• RadProps. Efficient tabulation and lookup for radiative properties of gas mixtures including particles. Release Date: 03/2012. Inventors: James Sutherland, Lyubima Simeonova.