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Habib N. Najm
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2020 – today
- 2024
- [j41]Oscar H. Díaz-Ibarra
, Kyungjoo Kim, Cosmin Safta
, Habib N. Najm:
CSPlib: A performance portable parallel software toolkit for analyzing complex kinetic mechanisms. Comput. Phys. Commun. 297: 109069 (2024) - [i6]Ankit Shrivastava, Matias Kalaswad, Joyce O. Custer, David P. Adams, Habib N. Najm:
Bayesian optimization for stable properties amid processing fluctuations in sputter deposition. CoRR abs/2405.03092 (2024) - [i5]Christophe Bonneville, Nathan Bieberdorf, Arun Hegde, Mark Asta, Habib N. Najm, Laurent Capolungo, Cosmin Safta:
Accelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone. CoRR abs/2406.17119 (2024) - 2023
- [j40]Kyungjoo Kim, Oscar H. Díaz-Ibarra
, Habib N. Najm, Judit Zádor
, Cosmin Safta
:
TChem: A performance portable parallel software toolkit for complex kinetic mechanisms. Comput. Phys. Commun. 285: 108628 (2023) - [j39]Yoona Yang
, Michael S. Eldred
, Judit Zádor
, Habib N. Najm
:
Multifidelity Neural Network Formulations for Prediction of Reactive Molecular Potential Energy Surfaces. J. Chem. Inf. Model. 63(8): 2281-2295 (2023) - [j38]Matthew S. Johnson
, Maciej Gierada, Eric D. Hermes
, David H. Bross
, Khachik Sargsyan, Habib N. Najm
, Judit Zádor
:
Pynta─An Automated Workflow for Calculation of Surface and Gas-Surface Kinetics. J. Chem. Inf. Model. 63(16): 5153-5168 (2023) - 2022
- [i4]Yiming Fan, Marta D'Elia, Yue Yu, Habib N. Najm, Stewart Silling:
Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification. CoRR abs/2211.01330 (2022)
2010 – 2019
- 2019
- [j37]Xiaoying Han
, Habib N. Najm:
Effective construction of eigenvectors for a class of singular sparse matrices. Appl. Math. Lett. 97: 121-126 (2019) - [j36]Panagiotis Tsilifis
, Xun Huan
, Cosmin Safta
, Khachik Sargsyan
, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm, Roger G. Ghanem
:
Compressive sensing adaptation for polynomial chaos expansions. J. Comput. Phys. 380: 29-47 (2019) - [j35]Christian Soize
, Roger G. Ghanem
, Cosmin Safta
, Xun Huan
, Zachary P. Vane, Joseph C. Oefelein, Guilhem Lacaze, Habib N. Najm, Qi Tang
, X. Chen:
Entropy-based closure for probabilistic learning on manifolds. J. Comput. Phys. 388: 518-533 (2019) - [j34]Roger G. Ghanem
, Christian Soize
, Cosmin Safta
, Xun Huan
, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm:
Design optimization of a scramjet under uncertainty using probabilistic learning on manifolds. J. Comput. Phys. 399 (2019) - 2018
- [j33]Jianqiang Cheng
, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Cosmin Safta
, Jean-Paul Watson:
Chance-constrained economic dispatch with renewable energy and storage. Comput. Optim. Appl. 70(2): 479-502 (2018) - [j32]Kenny Chowdhary, Cosmin Safta
, Habib N. Najm:
Enhancing statistical moment calculations for stochastic Galerkin solutions with Monte Carlo techniques. J. Comput. Phys. 374: 1017-1030 (2018) - [j31]Xun Huan
, Cosmin Safta
, Khachik Sargsyan, Zachary P. Vane, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm:
Compressive Sensing with Cross-Validation and Stop-Sampling for Sparse Polynomial Chaos Expansions. SIAM/ASA J. Uncertain. Quantification 6(2): 907-936 (2018) - [j30]Jianqiang Cheng, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Cosmin Safta
, Jean-Paul Watson:
Distributionally Robust Optimization with Principal Component Analysis. SIAM J. Optim. 28(2): 1817-1841 (2018) - 2017
- [j29]Lijin Wang, Xiaoying Han
, Yanzhao Cao, Habib N. Najm:
Computational singular perturbation analysis of stochastic chemical systems with stiffness. J. Comput. Phys. 335: 404-425 (2017) - [i3]Xun Huan, Cosmin Safta, Khachik Sargsyan, Zachary P. Vane, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm:
Compressive Sensing with Cross-Validation and Stop-Sampling for Sparse Polynomial Chaos Expansions. CoRR abs/1707.09334 (2017) - 2016
- [j28]Kenny Chowdhary, Habib N. Najm:
Bayesian estimation of Karhunen-Loève expansions; A random subspace approach. J. Comput. Phys. 319: 280-293 (2016) - [j27]Kenny Chowdhary, Habib N. Najm:
Data free inference with processed data products. Stat. Comput. 26(1-2): 149-169 (2016) - 2015
- [j26]Cosmin Safta
, Khachik Sargsyan, Habib N. Najm, Kenny Chowdhary, Bert J. Debusschere
, Laura Painton Swiler, Michael S. Eldred:
Probabilistic Methods for Sensitivity Analysis and Calibration in the NASA Challenge Problem. J. Aerosp. Inf. Syst. 12(1): 219-234 (2015) - [j25]Cosmin Safta
, Khachik Sargsyan, Bert J. Debusschere
, Habib N. Najm
:
Hybrid discrete/continuum algorithms for stochastic reaction networks. J. Comput. Phys. 281: 177-198 (2015) - [j24]Maher Salloum, Khachik Sargsyan, Reese E. Jones
, Habib N. Najm, Bert J. Debusschere
:
Quantifying Sampling Noise and Parametric Uncertainty in Atomistic-to-Continuum Simulations Using Surrogate Models. Multiscale Model. Simul. 13(3): 953-976 (2015) - [j23]Khachik Sargsyan, Francesco Rizzi, Paul Mycek
, Cosmin Safta
, Karla Morris, Habib N. Najm, Olivier P. Le Maître
, Omar M. Knio, Bert J. Debusschere
:
Fault Resilient Domain Decomposition Preconditioner for PDEs. SIAM J. Sci. Comput. 37(5) (2015) - [i2]Cosmin Safta, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Jean-Paul Watson:
Efficient Representation of Uncertainty for Stochastic Economic Dispatch. CoRR abs/1508.05176 (2015) - 2014
- [j22]Habib N. Najm, Mauro Valorani
:
Enforcing positivity in intrusive PC-UQ methods for reactive ODE systems. J. Comput. Phys. 270: 544-569 (2014) - [j21]Kushal S. Kedia
, Cosmin Safta
, Jaideep Ray, Habib N. Najm, Ahmed F. Ghoniem:
A second-order coupled immersed boundary-SAMR construction for chemically reacting flow over a heat-conducting Cartesian grid-conforming solid. J. Comput. Phys. 272: 408-428 (2014) - [j20]Xiaoying Han, Habib N. Najm:
Dynamical Structures in Stochastic Chemical Reaction Systems. SIAM J. Appl. Dyn. Syst. 13(3): 1328-1351 (2014) - [i1]Cosmin Safta, Richard L. Chen, Habib N. Najm, Ali Pinar, Jean-Paul Watson:
Toward Using Surrogates to Accelerate Solution of Stochastic Electricity Grid Operations Problems. CoRR abs/1407.2232 (2014) - 2013
- [c3]Jeremiah J. Wilke, Khachik Sargsyan, Joseph P. Kenny, Bert J. Debusschere
, Habib N. Najm, Gilbert Hendry:
Validation and Uncertainty Assessment of Extreme-Scale HPC Simulation through Bayesian Inference. Euro-Par 2013: 41-52 - 2012
- [j19]Robert D. Berry, Habib N. Najm, Bert J. Debusschere
, Youssef M. Marzouk, Helgi Adalsteinsson:
Data-free inference of the joint distribution of uncertain model parameters. J. Comput. Phys. 231(5): 2180-2198 (2012) - [j18]Alen Alexanderian, Olivier P. Le Maître
, Habib N. Najm, Mohamed Iskandarani, Omar M. Knio:
Multiscale Stochastic Preconditioners in Non-intrusive Spectral Projection. J. Sci. Comput. 50(2): 306-340 (2012) - [j17]Maher Salloum, Khachik Sargsyan, Reese E. Jones
, Bert J. Debusschere
, Habib N. Najm, Helgi Adalsteinsson:
A Stochastic Multiscale Coupling Scheme to Account for Sampling Noise in Atomistic-to-Continuum Simulations. Multiscale Model. Simul. 10(2): 550-584 (2012) - [j16]Francesco Rizzi, Habib N. Najm, Bert J. Debusschere, Khachik Sargsyan, Maher Salloum, Helgi Adalsteinsson, Omar M. Knio:
Uncertainty Quantification in MD Simulations. Part I: Forward Propagation. Multiscale Model. Simul. 10(4): 1428-1459 (2012) - [j15]Francesco Rizzi, Habib N. Najm, Bert J. Debusschere, Khachik Sargsyan, Maher Salloum, Helgi Adalsteinsson, Omar M. Knio:
Uncertainty Quantification in MD Simulations. Part II: Bayesian Inference of Force-Field Parameters. Multiscale Model. Simul. 10(4): 1460-1492 (2012) - [j14]Khachik Sargsyan, Cosmin Safta
, Bert J. Debusschere
, Habib N. Najm:
Uncertainty Quantification given Discontinuous Model Response and a Limited Number of Model Runs. SIAM J. Sci. Comput. 34(1) (2012) - [j13]Khachik Sargsyan, Cosmin Safta
, Bert J. Debusschere
, Habib N. Najm:
Multiparameter Spectral Representation of Noise-Induced Competence in Bacillus Subtilis. IEEE ACM Trans. Comput. Biol. Bioinform. 9(6): 1709-1723 (2012) - 2011
- [j12]Benjamin E. Sonday, Robert D. Berry, Habib N. Najm, Bert J. Debusschere
:
Eigenvalues of the Jacobian of a Galerkin-Projected Uncertain ODE System. SIAM J. Sci. Comput. 33(3): 1212-1233 (2011) - 2010
- [j11]Cosmin Safta
, Jaideep Ray, Habib N. Najm:
A high-order low-Mach number AMR construction for chemically reacting flows. J. Comput. Phys. 229(24): 9299-9322 (2010) - [j10]Khachik Sargsyan, Bert J. Debusschere
, Habib N. Najm, Olivier P. Le Maître
:
Spectral Representation and Reduced Order Modeling of the Dynamics of Stochastic Reaction Networks via Adaptive Data Partitioning. SIAM J. Sci. Comput. 31(6): 4395-4421 (2010)
2000 – 2009
- 2009
- [j9]Youssef M. Marzouk, Habib N. Najm:
Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems. J. Comput. Phys. 228(6): 1862-1902 (2009) - [c2]Khachik Sargsyan, Cosmin Safta, Bert J. Debusschere, Habib N. Najm:
Uncertainty Quantification in the Presence of Limited Climate Model Data with Discontinuities. ICDM Workshops 2009: 241-247 - 2008
- [j8]Helgi Adalsteinsson, Bert J. Debusschere, Kevin R. Long, Habib N. Najm:
Components for atomistic-to-continuum multiscale modeling of flow in micro- and nanofluidic systems. Sci. Program. 16(4): 297-313 (2008) - 2007
- [j7]Youssef M. Marzouk, Habib N. Najm, Larry A. Rahn
:
Stochastic spectral methods for efficient Bayesian solution of inverse problems. J. Comput. Phys. 224(2): 560-586 (2007) - [j6]Jaideep Ray, Christopher A. Kennedy, Sophia Lefantzi, Habib N. Najm:
Using High-Order Methods on Adaptively Refined Block-Structured Meshes: Derivatives, Interpolations, and Filters. SIAM J. Sci. Comput. 29(1): 139-181 (2007) - [j5]Olivier P. Le Maître
, Habib N. Najm, Philippe P. Pébay
, Roger G. Ghanem
, Omar M. Knio:
Multi-Resolution-Analysis Scheme for Uncertainty Quantification in Chemical Systems. SIAM J. Sci. Comput. 29(2): 864-889 (2007) - 2006
- [j4]Dimitris A. Goussis
, Habib N. Najm:
Model Reduction and Physical Understanding of Slowly Oscillating Processes: The Circadian Cycle. Multiscale Model. Simul. 5(4): 1297-1332 (2006) - 2005
- [j3]Habib N. Najm, Omar M. Knio:
Modeling Low Mach Number Reacting Flow with Detailed Chemistry and Transport. J. Sci. Comput. 25(1-2): 263-287 (2005) - 2004
- [j2]Olivier P. Le Maître
, M. T. Reagan, Bert J. Debusschere, Habib N. Najm, Roger G. Ghanem
, Omar M. Knio:
Natural Convection in a Closed Cavity under Stochastic Non-Boussinesq Conditions. SIAM J. Sci. Comput. 26(2): 375-394 (2004) - [j1]Bert J. Debusschere
, Habib N. Najm, Philippe P. Pébay
, Omar M. Knio, Roger G. Ghanem
, Olivier P. Le Maître
:
Numerical Challenges in the Use of Polynomial Chaos Representations for Stochastic Processes. SIAM J. Sci. Comput. 26(2): 698-719 (2004) - 2003
- [c1]Sophia Lefantzi, Jaideep Ray, Habib N. Najm:
Using the Common Component Architecture to Design High Performance Scientific Simulation Codes. IPDPS 2003: 52
Coauthor Index
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