Multifidelity Optimization using Statistical Surrogate Modeling for Non-Hierarchical Information Sources R Lam, D Allaire, K Willcox | 124 | 2015 |
Surrogate modeling for uncertainty assessment with application to aviation environmental system models D Allaire, K Willcox AIAA journal 48 (8), 1791-1803, 2010 | 97 | 2010 |
MFBO-SSM: Multi-fidelity Bayesian optimization for fast inference in state-space models M Imani, SF Ghoreishi, D Allaire, UM Braga-Neto Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 7858-7865, 2019 | 77 | 2019 |
Multi-information source constrained Bayesian optimization SF Ghoreishi, D Allaire Structural and Multidisciplinary Optimization 59, 977-991, 2019 | 69 | 2019 |
Bayesian uncertainty quantification and information fusion in CALPHAD-based thermodynamic modeling P Honarmandi, TC Duong, SF Ghoreishi, D Allaire, R Arroyave Acta Materialia 164, 636-647, 2019 | 63 | 2019 |
A mathematical and computational framework for multifidelity design and analysis with computer models D Allaire, K Willcox International Journal for Uncertainty Quantification 4 (1), 2014 | 63 | 2014 |
Multifidelity DDDAS methods with application to a self-aware aerospace vehicle D Allaire, D Kordonowy, M Lecerf, L Mainini, K Willcox Procedia Computer Science 29, 1182-1192, 2014 | 59 | 2014 |
A physics-based emissions model for aircraft gas turbine combustors DL Allaire Massachusetts Institute of Technology, 2006 | 58 | 2006 |
A decomposition‐based approach to uncertainty analysis of feed‐forward multicomponent systems S Amaral, D Allaire, K Willcox International Journal for Numerical Methods in Engineering 100 (13), 982-1005, 2014 | 53 | 2014 |
Adaptive uncertainty propagation for coupled multidisciplinary systems SF Ghoreishi, DL Allaire AIAA journal 55 (11), 3940-3950, 2017 | 49 | 2017 |
Multi-information source fusion and optimization to realize ICME: Application to dual-phase materials SF Ghoreishi, A Molkeri, A Srivastava, R Arroyave, D Allaire Journal of Mechanical Design 140 (11), 111409, 2018 | 43 | 2018 |
Methodology for dynamic data-driven online flight capability estimation M Lecerf, D Allaire, K Willcox AIAA Journal 53 (10), 3073-3087, 2015 | 43 | 2015 |
An information-theoretic metric of system complexity with application to engineering system design D Allaire, Q He, J Deyst, K Willcox | 43 | 2012 |
Capacity planning for modular and transportable infrastructure for shale gas production and processing RC Allen, D Allaire, MM El-Halwagi Industrial & Engineering Chemistry Research 58 (15), 5887-5897, 2018 | 41 | 2018 |
A variance-based sensitivity index function for factor prioritization DL Allaire, KE Willcox Reliability Engineering & System Safety 107, 107-114, 2012 | 39 | 2012 |
Multi-objective materials bayesian optimization with active learning of design constraints: Design of ductile refractory multi-principal-element alloys D Khatamsaz, B Vela, P Singh, DD Johnson, D Allaire, R Arróyave Acta Materialia 236, 118133, 2022 | 38 | 2022 |
A machine learning approach to aircraft sensor error detection and correction R Swischuk, D Allaire Journal of Computing and Information Science in Engineering 19 (4), 041009, 2019 | 37 | 2019 |
A fusion-based multi-information source optimization approach using knowledge gradient policies SF Ghoreishi, DL Allaire 2018 AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials …, 2018 | 35 | 2018 |
Variance-based sensitivity analysis to support simulation-based design under uncertainty MMJ Opgenoord, DL Allaire, KE Willcox Journal of Mechanical Design 138 (11), 111410, 2016 | 35 | 2016 |
Adaptive dimensionality reduction for fast sequential optimization with gaussian processes SF Ghoreishi, S Friedman, DL Allaire Journal of Mechanical Design 141 (7), 071404, 2019 | 33 | 2019 |