Non-Intrusive Uncertainty Quantification: PSUADE


PSUADE Tutorial: Download PDF (3.2 MB)

  1. J. Morgan, A. S. Chinen, B. Omell, D. Bhattacharyya, C. Tong, and D. Miller, “Thermodynamic Modeling and Uncertainty Quantification of CO2-Loaded Aqueous MEA Solutions,} accepted by Chemical Engineering Science, 2017.
  2. Y. Sun and C. Tong, “Dynamic Reduced-order Models of Integrated Physics-specific Systems for Carbon Sequestration,” Geomechanics and Geophysics for Geo-Energy and Geo-Resources, September 2017, Vol. 3, Issue 3, pp. 315-325.
  3. Y. Sun, C. Tong, S. Harley, and E. Glascoe, “Expeditious Modeling of Vapor Transport and Reactions in Polymeric Materials,” Accepted for publication by AIChE Journal, April 2017, doi:10.1002/aic.15746.
  4. D. Miller, D. Agarwal, D. Bhattacharyya, J. Boverhof, Y. Chen, J. Eslick, J. Leek, J. Ma, B. Ng, N. Sahinidis, C. Tong and S. Zitney, “Innovative computational tools and models for the design, optimization and control of carbon capture processes.” Materials and Process ISBN: 978-1-119-10644-9, April 2017.
  5. D. Miller, D. Agarwal, d. Bhattacharyya, J. Boverhof, Y. Cheah, Y. Chen, J. Eslick, J. Leek, J. Ma, P. Mahapatra, B. Ng. N. Sahinidis, C. Tong, and S. Zitney, “Innovative Computational Tools and Models for the Design, Optimization and Control of Carbon Capture Processes,” Computer Aided Chemical Engineering, Vol. 38, 2016, p. 2391-2396.
  6. C. Tong, “Problem Solving Environment for Uncertainty Analysis and Design Exploration,” Handbook of Uncertainty Quantification, edited by R. Ghanem, D. Higdon, and H. Owhadi, doi:10.1007/978-3-319-11259-6_53-1, 2016.
  7. C. Wang, Q. Duan, C. Tong, Z. Di, and W. Gong, “A GUI platform for uncertainty quantification of complex dynamical models,” Environmental Modelling and Software, Vol. 76, pp. 1-12, Feb. 2016.
  8. A. Mittal, X. Chen, C. Tong, and G. Iaccarino, “A Flexible Uncertainty Quantification Framework for General Multi-Physics Systems.” SIAM/ASA J. Uncertainty Quantification, 4(1), pp. 218-243 (2016).
  9. J. Morgan, D. Bhattacharyya, C. Tong, and D. Miller, “Uncertainty Quantification of Property Models: Methodology and Its Application to CO2-Loaded Aqueous MEA Solutions,” AIChE Journal. 61, 1822-1839, 2015.
  10. J. Eslick, B. Ng, Q. Gao, C. Tong, N. Sahinidis, and D. Miller, “A Framework for Optimization and Quantification of Uncertainty and Sensitivity for Developing Carbon Capture Systems,” Energy Procedia 01/2014, 63:1055-1063.
  11. J. Morgan, B. Omell, D. Bhattacharyya, C. Tong, and D. Miller, “Uncertainty Quantification of VLE Models for an MEA System,” Conference Proceeding of AICHE Annual Meeting, Nov. 2014
  12. J. Morgan, B. Omell, D. Bhattacharyya, C. Tong, and D. Miller, “Uncertainty Quantification of Properties Models: Application to a CO2-Capture System,” Conference Proceeding of AICHE Annual Meeting, Nov. 2014
  13. Z. Di, Q. Duan, W. Gong, C. Wang, Y. Gan, J. Quan, J. Li, C. Miao, A. Ye, and C. Tong, “Assessing WRF Model Parameter Sensitivity: A Case Study with 5-Day Summer Precipitation Forecasting in the Greater Beijing Area,” Geophysical Research Letters, 41, DOI: 10.1002/2014GL061623, 2014.
  14. D. Miller, M. Syamlal, D. Mebane, C. Storlie, D. Bhattacharyya, N. Sahinidis, D. Agarwal, C. Tong, S. Zitney, A. Sarkar, X. Sun, S. Sundaresan, E. Ryan, D. Engel, and C. Dale, “Carbon Capture Simulation Initiative: A Case Study in Multiscale Modeling and New Challenges,” Annual Review of Chemical and Biomolecular Engineering, Vol. 5, pp. 301-323, July 2014.
  15. Y. Gan, Q. Duan, W. Gong, C. Tong, Y. Sun, W. Chu, A. Ye, C. Miao, and Z. Di, “A Comprehensive Evaluation of Various Sensitivity Methods: A Case Study with a Hydrological Model,” Environmental Modelling and Software. 11/2013.
  16. M. Chen, Y. Sun, P. Fu, C. Carrigan, Z. Lu, C. Tong, T. Buscheck, “Surrogate-based optimization of hydraulic fracturing in pre-existing fracture networks,” Computers and Geosciences, Vol. 58, Aug. 2013, pp. 69-79.
  17. C. Tong, “Module-based Hybrid Uncertainty Quantification for Multi-physics Applications: Theory and Software,” LLNL report LLNL-TR-644616-DRAFT.
  18. X. Chen, B. Ng, Y. Sun, and C. Tong, “A Computational Method for Simulating Subsurface Flow and Reactive Transport in Heterogeneous Research, DOI: 10.1002/wrcr.20454, 2013.
  19. J. Li, Q. Duan, W. Gong, Z. Ye, Y. Dai, C. Miao, Z. Di, C. Tong, and Y. Sun, “Assessing Parameter Importance of the Common Land Model Based on Qualitative and Quantitative Sensitivity Analysis,” Hydrol. Earth Syst. Sci. Discuss., 10, 243-2286, 2013, doi:10.5194/hessd-10-2243-2013.
  20. M. Chen, Y. Sun, P. Fu, C. Carrigan, Z. Lu, C. Tong, and T. Buscheck, “Surrogate-based Optimization of Hydraulic Fracturing in Pre-existing Fracture Networks,} Computers and Geosciences (2013), doi:10.1016/j.cageo.2013.05.006.
  21. X. Chen, B. Ng, Y. Sun, and C. Tong, “A Flexible Uncertainty Quantification Method for Linearly Coupled Multi-physics Systems,” J. Comput. Phys. (2013), doi:10.1016/
  22. A. Gel, R. Garg, C. Tong, M. Shahnam, and C. Guenther, “Applying Uncertainty Quantification to Multi-phase Flow Computational Fluid Dynamics,” Powder Technology, doi:10.1016/j.powtec.2013.01.045, 2013.
  23. Y. Sun, C. Tong, W. J. Trainor-Guitton, C. Lu, K. Mansoor, and S. Carroll, “Global Sampling for Integrating Physics-specific Subsystems and Quantifying Uncertainties of CO2 Geological Sequestration,” International Journal of Greenhouse Gas Control, Vol 12, Jan 2013, pp. 108-123.
  24. C. Zhan, X. Song, J. Xia, and C. Tong, “An Efficient Integrated Approach for Global Sensitivity Analysis of Hydrologic Model Parameters,” Environmental Modelling and Software Volume 41, March 2013, pp. 39-52.
  25. W. King, A. Arsenlis, C. Tong, and W. Oberkampf, “Uncertainties in Predictions of Material Performance Using Experimental Data that is Only Distantly Related to the System of Interest,” the IFIP Advances in Information and Communication Technology Series, Vol 0377, 2012.