W. Cao and Z. Zhang, "Simulations of two-step Maruyama methods for nonlinear stochastic delay differential equations," Adv. Appl. Math. Mech., 4(6), 821-832, 2012.
Z. Zhang, M. Choi and G.E. Karniadakis, Anchor points matter in ANOVA decomposition, ICOSAHOM09.
G. Lin and G.E. Karniadakis, "Sensitivity analysis and stochastic
simulations of non-equilibrium plasma flow," Int. J. Numer. Meth. Engng., 80, 738-766,
published online DOI.10.1002/nme.2582, 2009.
J. Foo, S. Sindi and G.E. Karniadakis, "Multi-element probabilistic
collocation for sensitivity analysis in cellular signaling networks," IET
Systems Biology, 3(4), 239-254, DOI.10.1049/iet-sub.2009.0126, 2009.
X. Wan. B. Rozovskii and G.E. Karniadakis, "A stochastic modeling method based on
weighted Wiener chaos and Malliavan calculus," PNAS, 106, 14189-14194, DOI:
10.1073/pnas.0902348106, 2009.
X. Wan and G.E. Karniadakis, "Solving elliptic problems with non-Gaussian spatially-dependent random coefficients.
Comput. Methods Appl. Mech. Engrg., 198, 1985-1995, 2009.
X. Wan and G.E. Karniadakis, "Error control in multi-element generalized polynomial chaos methods for elliptic problems with random coefficient," Communication in Computational Physics, 4, 793-820, 2009.
G. Lin, C-H. Su and G.E. Karniadakis, "Stochastic modeling of random roughness in shock scattering problems: Theory
and simulations," Comput. Methods Appl. Mech. Engrg. 197, 3420-3334, 2008.
J. Foo, X. Wan and G.E. Karniadakis, "The multi-element probabilistic collocation methods (ME-PCM): Error analysis and
applications," J. Comp. Phys. 227(22), 9572-9595, 2008.
P. Prempraneerach, C. Chryssostomidis, M.S. Triantafyllou, and G.E. Karniadakis, "Stochastic modeling of
integrated power system coupled to hydrodynamics in the all-electric ship," International Symposium on Power
Electronics, Electrical Drives, Automation and Motion, June 2008
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou, C. Chryssostomidis and G.E. Karniadakis,
"Sensitivity analysis and low-dimensional stochastic modeling of shipboard integrated power systems,"
39th Power Electronics Specialists Conference, June 2008.
X. Wan and G.E. Karniadakis, "Recent advances in polynomial chaos methods and extensions,"
NATO/OTAN, Paper Reference Number: RTO-MP-IST-999, Computational Uncertainty in Military Vehicle Design Meeting
Proceedings 2008.
P. Prempraneerach, J. Foo, M.S. Triantafyllou, C. Chryssostomidis and G.E. Karniadakis, "Gradient-free stochastic
sensitivity analysis of the shipboard power system, GCMS'08, Edinburgh, Scotland, June 16-19 2008.
D. Venturi, X. Wan and G.E. Karniadakis ''Stochastic low-dimensional modeling of random laminar wake
past a circular cylinder,'' J. Fluid Mech. J. Fluid Mech. 606, 339-367, 2008.
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou, T.J. McCoy, C. Chryssostomidis and G.E. Karniadakis, "
Stochastic sensitivity methods and application to the shipboard power system, submitted to IEEE Transaction on
Power system Engineering, April 2007 with 1st revision in November 2007.
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou, T.J. McCoy, C. Chryssostomidis and G.E. Karniadakis, "Sensitivity analysis of the shipboard integrated power system," Naval Engineering Journal, 119(2), 2007.
G. Lin, C.-H. Su and G.E. Karniadakis ''Random roughness enhances lift in supersonic flow,''
Phy. Rev. Letts. 99(10), 104501-1 - 104501-4, 2007.
J. Foo, Z. Yosibash and G.E. Karniadakis, Stochastic simulation of riser-sections with uncertain measured pressure loads and/or uncertain material properties," Comput. Methods Appl. Mech. Engr., 196, 4250-4271, 2007.
G. Lin, X. Wan, C.-H. Su and G.E. Karniadakis ''Stochastic computational fluid mechanics,'' IEEE Computing in Sci. Engin. 9(2) 21-29, March-April 2007.
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou and G.E. Karniadakis, "Uncertainty quantification in simulations of power systems: Multi-element polynomial chaos methods," submitted to International Journal of Electrical Power and Energy Systems, November 2007.
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou, T.J. McCoy, C. Chryssostomidis and G.E. Karniadakis, "Sensitivity analysis of the shipboard integrated power system," ASNE Proceedings on Fuel Tank to Target, Building the Electric Fighting Ship, June 2007.
P. Prempraneerach, F.S. Hover, M.S. Triantafyllou, C. Chryssostomidis and G.E. Karniadakis, "Effects of Uncertain Propulsion Loads on the Electric Ship Power Bus, Electric Ship Research and Development consortium (ESRDC), MIT, May 2007.
G. Lin, L. Grinberg and G.E. Karniadakis ''Numerical studies of the stochastic Korteweg de Vries equation,'' J. Comp. Phys., 213(2), 676-703, 2006.
X. Wan and G.E. Karniadakis "A sharp error estimate for the fast Gauss transform," J. Comp. Phys. 219(1), 7-12, 2006.
H. Gunes, S. Sirsisup and G.E. Karniadakis, "Gappy data: To Krig or not to Krig?," J. Comp. Phys., 212(1), 358-382, 2006.
G. Lin, C.-H. Su and G.E. Karniadakis, ''Modeling uncertainties in supersonic flow past a wedge,'' 44th Aerospace Sciences Meeting and Exhibit, Reno, Nevada, January 9-12, 2006.
G. Lin, C.-H. Su and G.E. Karniadakis, ''Predicting shock dynamics in the presence of uncertainties,'' J. Comp. Phys. 217(1), 1-4, 2006.
X. Wan and G.E. Karniadakis, ''Stochastic heat transfer enhancement in a grooved channel,'' J. Fluid Mech., 565, 255-278, 2006.
X. Wan and G.E. Karniadakis, ''Beyond Wiener-Askey expansions: Handling arbitrary PDFs,'' J. Sci. Comp., 27(1-3), 455-464, 2006.
X. Wan and G.E. Karniadakis, ''Multi-element generalized polynomial chaos for arbitrary probability measures,'' SIAM J. Sci. Comp., 28(3), 901-928, 2006..
X. Wan and G.E. Karniadakis, ''Long-term behavior of polynomial chaos in stochastic flow simulations,'' Comput. Methods Appl. Mech. Engrg., 195(41-43), 5582-5596, 2006.
X. Wan and G. Karniadakis, ''Simulation of heat transfer with uncertainty,'' Proceedings of HT2005, 2005 ASME Summer Heat Transfer Conference, San Francisco, CA, July 17-22 2005.
X. Wan and G.E. Karniadakis, "An adaptive multi-element generalized polynomial chaos methods for stochastic differential equations," J. Comp. Phys. 209(2), 617-642, 2005.
G. Lin, C.-H. Su and G.E. Karniadakis, ''Stochastic solvers for the Euler equations,'' 43rd Aerospace Sciences Meeting and Exhibit, Reno, Nevada, January 10-13, 2005.
G. Lin, C.-H. Su and G.E. Karniadakis, ''The stochastic piston problem,'' Proc. National Academy of Sciences, 101, pp. 15840-15845, 2004.
D. Lucor, C.-H. Su and G.E. Karniadakis, ''Generalized polynomial chaos and random oscillators,'' Int. J. Numer. Meth. Eng., 60(3), 571-596, 2004.
D. Lucor, C.-H. Su and G.E. Karniadakis, ''Karhunen-Loeve representation of periodic second-order autoregressive processes,'' International Conference on Computational Science, June 6-9 2004, Krakow, Poland.
D. Lucor and G.E. Karniadakis, ''Adaptive generalized polynomial chaos for nonlinear random oscillators,''
SIAM J. Sci. Comp., 26(2), 720-735, 2004.
X. Wan, D. Xiu and G.E. Karniadakis, ''Modeling uncertainty in
three-dimensional heat transfer problems,'' Heat Transfer 2004, March 24-26
2004, Lisbon, Portugal.
D. Xiu and G.E. Karniadakis, ''Generalized Polynomial Chaos: Performance Evaluation and Applications,'' DDDAS/Kluwer 2004.
D. Lucor and G.E. Karniadakis, ''Noisy inflows cause shedding-mode
switching in flow past an oscillating cylinder,'' Physical Review Letters, 92(15), 154501-1 - 154501-4 2004.
D. Lucor and G.E. Karniadakis, ''Predictability and
uncertainty in flow-structure interactions,''
European Journal of Mechanics/B Fluids, Vol. 23 pp. 41-49 (2004) Special Issue: Proc. Conference on Bluff Body Wakes and Vortex-Induced
Vibrations (BBVIV3; invited paper), 17-20 December 2002,
Queensland, Australia, Edited by T. Leweke, K. Hourigan and C.H.K. Williamson.
D. Xiu and G.E. Karniadakis, ''Supersensitivity due to uncertain boundary conditions,'' Int. J. Num. Meth. Eng., 61, 2114-2138, 2004.
D. Venturi and G.E. Karniadakis, "Gappy data and reconstruction procedures for flow past a cylinder," J. Fluid Mech., 519, 315-336.
X. Wan, D. Xiu and G.E. Karniadakis, ''Stochastic solutions for the two-dimensional advection-diffusion equation,''
SIAM J. Sci. Comp., 26(2), 578-590, 2004.
D. Xiu and G.E. Karniadakis,
''Uncertainty modeling of Burgers' Equation by generalized polynomial chaos,''
Computational Stochastic Mechanics, Proceedings of the 4th International Conference on Computational Stochastic Mechanics, Corfu,
Greece, June 2002. Edited by P.D. Spanos and G. Deodatis, pp. 655-661, Millpress Rotterdam, 2003.
D. Lucor, D. Xiu, C.-H. Su and G.E. Karniadakis,
''Predictability and Uncertainty in CFD,''
Int. J. Num. Meth. Fluids, 43(5), 485-505, 2003.
D. Xiu and G.E. Karniadakis, "A new stochastic approach to transient heat conduction modeling with uncertainty," Int. J. Heat & Mass Transfer, 46, 4681-4693, 2003.
D. Xiu and G.E. Karniadakis, ''Modeling uncertainty
in flow simulations via generalized polynomial chaos,''
J. Comp. Phys., 187, 137-167, 2003.
D. Xiu and G.E. Karniadakis, ''Modeling uncertainty in steady state diffusion problems via generalized polynomial chaos,''Computer Methods in Applied Mechanics and Engineering, 191, 4927-4948, 2002.
G.E. Karniadakis, ''Quantifying Uncertainty in CFD,''
Editor of special issue of J. Fluids Engineering,
March 2002.
D. Xiu and G.E. Karniadakis, ''The Wiener-Askey polynomial
chaos for stochastic differential equations,''
SIAM J. Sci. Comput., 24(2), 619-644, 2002.
D. Xiu, D. Lucor, C.-H. Su and G.E. Karniadakis,
''Stochastic modeling of flow-structure interactions
using generalized polynomial chaos,'' J. Fluids Engin., 124, 51-59, 2002.
D. Xiu and G.E. Karniadakis, ''Modeling uncertainty of elliptic partial differential equations via generalized polynomial chaos,'' Proceedings of the 5th ASCE Engineering Mechanics Division Conference, Columbia University, New York City, June 2002.
M. Jardak, C.-H. Su and G.E. Karniadakis,
''Spectral polynomial chaos solutions
of the stochastic advection equation,''
J. Sci. Comp., 17(1-4), 319-338, 2002.
D. Xiu, D. Lucor and G.E. Karniadakis,
''Modeling uncertainty in flow-structure interactions,''
Computational Fluid and Solid Mechanics,
Proc. First MIT Conference,
Cambridge, Massachusetts, USA, June 12-15, 2001,
edited K.J. Bathe, 2, 1420-1423, 2001.
G.E. Karniadakis, ''Towards a numerical error bar in CFD,''
Editorial Article, J. Fluids Engineering,
March 1995.