Habib N. Najm

According to our database, Habib N. Najm authored at least 46 papers between 2003 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

Pynta─An Automated Workflow for Calculation of Surface and Gas-Surface Kinetics.

Matthew S. Johnson, Maciej Gierada, Eric D. Hermes, David H. Bross, Khachik Sargsyan, Habib N. Najm, Judit Zádor

J. Chem. Inf. Model., August, 2023

Multifidelity Neural Network Formulations for Prediction of Reactive Molecular Potential Energy Surfaces.

Yoona Yang, Michael S. Eldred, Judit Zádor, Habib N. Najm

J. Chem. Inf. Model., April, 2023

TChem: A performance portable parallel software toolkit for complex kinetic mechanisms.

Kyungjoo Kim, Oscar H. Díaz-Ibarra, Habib N. Najm, Judit Zádor, Cosmin Safta

Comput. Phys. Commun., April, 2023

2022

Bayesian Nonlocal Operator Regression (BNOR): A Data-Driven Learning Framework of Nonlocal Models with Uncertainty Quantification.

Yiming Fan, Marta D'Elia, Yue Yu, Habib N. Najm, Stewart Silling

CoRR, 2022

2019

Compressive sensing adaptation for polynomial chaos expansions.

Panagiotis Tsilifis, Xun Huan, Cosmin Safta, Khachik Sargsyan, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm, Roger G. Ghanem

J. Comput. Phys., 2019

Entropy-based closure for probabilistic learning on manifolds.

Christian Soize, Roger G. Ghanem, Cosmin Safta, Xun Huan, Zachary P. Vane, Joseph C. Oefelein, Guilhem Lacaze, Habib N. Najm, Qi Tang, X. Chen

J. Comput. Phys., 2019

Design optimization of a scramjet under uncertainty using probabilistic learning on manifolds.

Roger G. Ghanem, Christian Soize, Cosmin Safta, Xun Huan, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm

J. Comput. Phys., 2019

Effective construction of eigenvectors for a class of singular sparse matrices.

Xiaoying Han, Habib N. Najm

Appl. Math. Lett., 2019

2018

Distributionally Robust Optimization with Principal Component Analysis.

Jianqiang Cheng, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Cosmin Safta, Jean-Paul Watson

SIAM J. Optim., 2018

Compressive Sensing with Cross-Validation and Stop-Sampling for Sparse Polynomial Chaos Expansions.

Xun Huan, Cosmin Safta, Khachik Sargsyan, Zachary P. Vane, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm

SIAM/ASA J. Uncertain. Quantification, 2018

Enhancing statistical moment calculations for stochastic Galerkin solutions with Monte Carlo techniques.

Kenny Chowdhary, Cosmin Safta, Habib N. Najm

J. Comput. Phys., 2018

Chance-constrained economic dispatch with renewable energy and storage.

Jianqiang Cheng, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Cosmin Safta, Jean-Paul Watson

Comput. Optim. Appl., 2018

2017

Computational singular perturbation analysis of stochastic chemical systems with stiffness.

Lijin Wang, Xiaoying Han, Yanzhao Cao, Habib N. Najm

J. Comput. Phys., 2017

2016

Data free inference with processed data products.

Kenny Chowdhary, Habib N. Najm

Stat. Comput., 2016

Bayesian estimation of Karhunen-Loève expansions; A random subspace approach.

Kenny Chowdhary, Habib N. Najm

J. Comput. Phys., 2016

2015

Fault Resilient Domain Decomposition Preconditioner for PDEs.

Khachik Sargsyan, Francesco Rizzi, Paul Mycek, Cosmin Safta, Karla Morris, Habib N. Najm, Olivier P. Le Maître, Omar M. Knio, Bert J. Debusschere

SIAM J. Sci. Comput., 2015

Quantifying Sampling Noise and Parametric Uncertainty in Atomistic-to-Continuum Simulations Using Surrogate Models.

Maher Salloum, Khachik Sargsyan, Reese E. Jones, Habib N. Najm, Bert J. Debusschere

Multiscale Model. Simul., 2015

Hybrid discrete/continuum algorithms for stochastic reaction networks.

Cosmin Safta, Khachik Sargsyan, Bert J. Debusschere, Habib N. Najm

J. Comput. Phys., 2015

Probabilistic Methods for Sensitivity Analysis and Calibration in the NASA Challenge Problem.

Cosmin Safta, Khachik Sargsyan, Habib N. Najm, Kenny Chowdhary, Bert J. Debusschere, Laura Painton Swiler, Michael S. Eldred

J. Aerosp. Inf. Syst., 2015

Efficient Representation of Uncertainty for Stochastic Economic Dispatch.

Cosmin Safta, Richard Li-Yang Chen, Habib N. Najm, Ali Pinar, Jean-Paul Watson

CoRR, 2015

2014

Dynamical Structures in Stochastic Chemical Reaction Systems.

Xiaoying Han, Habib N. Najm

SIAM J. Appl. Dyn. Syst., 2014

Enforcing positivity in intrusive PC-UQ methods for reactive ODE systems.

Habib N. Najm, Mauro Valorani

J. Comput. Phys., 2014

A second-order coupled immersed boundary-SAMR construction for chemically reacting flow over a heat-conducting Cartesian grid-conforming solid.

Kushal S. Kedia, Cosmin Safta, Jaideep Ray, Habib N. Najm, Ahmed F. Ghoniem

J. Comput. Phys., 2014

Toward Using Surrogates to Accelerate Solution of Stochastic Electricity Grid Operations Problems.

Cosmin Safta, Richard L. Chen, Habib N. Najm, Ali Pinar, Jean-Paul Watson

CoRR, 2014

2013

Validation and Uncertainty Assessment of Extreme-Scale HPC Simulation through Bayesian Inference.

Jeremiah J. Wilke, Khachik Sargsyan, Joseph P. Kenny, Bert J. Debusschere, Habib N. Najm, Gilbert Hendry

Proceedings of the Euro-Par 2013 Parallel Processing, 2013

2012

Multiparameter Spectral Representation of Noise-Induced Competence in Bacillus Subtilis.

Khachik Sargsyan, Cosmin Safta, Bert J. Debusschere, Habib N. Najm

IEEE ACM Trans. Comput. Biol. Bioinform., 2012

Uncertainty Quantification given Discontinuous Model Response and a Limited Number of Model Runs.

Khachik Sargsyan, Cosmin Safta, Bert J. Debusschere, Habib N. Najm

SIAM J. Sci. Comput., 2012

A Stochastic Multiscale Coupling Scheme to Account for Sampling Noise in Atomistic-to-Continuum Simulations.

Maher Salloum, Khachik Sargsyan, Reese E. Jones, Bert J. Debusschere, Habib N. Najm, Helgi Adalsteinsson

Multiscale Model. Simul., 2012

Uncertainty Quantification in MD Simulations. Part II: Bayesian Inference of Force-Field Parameters.

Francesco Rizzi, Habib N. Najm, Bert J. Debusschere, Khachik Sargsyan, Maher Salloum, Helgi Adalsteinsson, Omar M. Knio

Multiscale Model. Simul., 2012

Uncertainty Quantification in MD Simulations. Part I: Forward Propagation.

Francesco Rizzi, Habib N. Najm, Bert J. Debusschere, Khachik Sargsyan, Maher Salloum, Helgi Adalsteinsson, Omar M. Knio

Multiscale Model. Simul., 2012

Multiscale Stochastic Preconditioners in Non-intrusive Spectral Projection.

Alen Alexanderian, Olivier P. Le Maître, Habib N. Najm, Mohamed Iskandarani, Omar M. Knio

J. Sci. Comput., 2012

Data-free inference of the joint distribution of uncertain model parameters.

Robert D. Berry, Habib N. Najm, Bert J. Debusschere, Youssef M. Marzouk, Helgi Adalsteinsson

J. Comput. Phys., 2012

2011

Eigenvalues of the Jacobian of a Galerkin-Projected Uncertain ODE System.

Benjamin E. Sonday, Robert D. Berry, Habib N. Najm, Bert J. Debusschere

SIAM J. Sci. Comput., 2011

2010

Spectral Representation and Reduced Order Modeling of the Dynamics of Stochastic Reaction Networks via Adaptive Data Partitioning.

Khachik Sargsyan, Bert J. Debusschere, Habib N. Najm, Olivier P. Le Maître

SIAM J. Sci. Comput., 2010

A high-order low-Mach number AMR construction for chemically reacting flows.

Cosmin Safta, Jaideep Ray, Habib N. Najm

J. Comput. Phys., 2010

2009

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems.

Youssef M. Marzouk, Habib N. Najm

J. Comput. Phys., 2009

Uncertainty Quantification in the Presence of Limited Climate Model Data with Discontinuities.

Khachik Sargsyan, Cosmin Safta, Bert J. Debusschere, Habib N. Najm

Proceedings of the ICDM Workshops 2009, 2009

2008

Components for atomistic-to-continuum multiscale modeling of flow in micro- and nanofluidic systems.

Helgi Adalsteinsson, Bert J. Debusschere, Kevin R. Long, Habib N. Najm

Sci. Program., 2008

2007

Using High-Order Methods on Adaptively Refined Block-Structured Meshes: Derivatives, Interpolations, and Filters.

Jaideep Ray, Christopher A. Kennedy, Sophia Lefantzi, Habib N. Najm

SIAM J. Sci. Comput., 2007

Multi-Resolution-Analysis Scheme for Uncertainty Quantification in Chemical Systems.

Olivier P. Le Maître, Habib N. Najm, Philippe P. Pébay, Roger G. Ghanem, Omar M. Knio

SIAM J. Sci. Comput., 2007

Stochastic spectral methods for efficient Bayesian solution of inverse problems.

Youssef M. Marzouk, Habib N. Najm, Larry A. Rahn

J. Comput. Phys., 2007

2006

Model Reduction and Physical Understanding of Slowly Oscillating Processes: The Circadian Cycle.

Dimitris A. Goussis, Habib N. Najm

Multiscale Model. Simul., 2006

2005

Modeling Low Mach Number Reacting Flow with Detailed Chemistry and Transport.

Habib N. Najm, Omar M. Knio

J. Sci. Comput., 2005

2004

Natural Convection in a Closed Cavity under Stochastic Non-Boussinesq Conditions.

Olivier P. Le Maître, M. T. Reagan, Bert J. Debusschere, Habib N. Najm, Roger G. Ghanem, Omar M. Knio

SIAM J. Sci. Comput., 2004

Numerical Challenges in the Use of Polynomial Chaos Representations for Stochastic Processes.

Bert J. Debusschere, Habib N. Najm, Philippe P. Pébay, Omar M. Knio, Roger G. Ghanem, Olivier P. Le Maître

SIAM J. Sci. Comput., 2004

2003

Using the Common Component Architecture to Design High Performance Scientific Simulation Codes.

Sophia Lefantzi, Jaideep Ray, Habib N. Najm

Proceedings of the 17th International Parallel and Distributed Processing Symposium (IPDPS 2003), 2003