TOWARDS AN INTEGRATED AND EFFICIENT FRAMEWORK FOR LEVERAGING REDUCED ORDER MODELS FOR MULTIFIDELITY UNCERTAINTY QUANTIFICATION
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2020 |
Blonigan, Patrick J. |
MULTI-FIDELITY, GRADIENT-ENHANCED, AND LOCALLY OPTIMIZED SPARSE POLYNOMIAL CHAOS AND KRIGING SURROGATE MODELS APPLIED TO BENCHMARK PROBLEMS
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2020 |
Rumpfkeil, Markus P. |
APPLICATIONS OF INTELLIGENT EXPERIMENTAL DESIGN FOR ADDITIVE
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2020 |
Kumar, Natarajan Chennimalai |
UNCERTAINTY QUANTIFICATION OF FATIGUE PROPERTIES WITH SPARSE DATA USING HIERARCHICAL BAYESIAN MODEL
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2020 |
Chen, Jie |
MULTI-MODEL OPTIMIZATION APPROACH OF AIRCRAFT STRUCTURES UNDER UNCERTAINTY USING HORSETAIL MATCHING AND RBDO METHODS
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2020 |
Bengoa, Clara Cid |
MODELING WITH DESIGN MODELING AND IMPACT OF HIGH-PRESSURE TURBINE BLADE TRAILING EDGE FILM COOLING HOLE VARIATIONS
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2020 |
Kamenik, Jan |
BAYESIAN TASK EMBEDDING FOR FEW-SHOT BAYESIAN OPTIMIZATION
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2020 |
Atkinson, Steven |
QUADCOPTER CONTROL OPTIMIZATION THROUGH MACHINE LEARNING
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2020 |
Nascimento, Renato Giorgiani do |
CONSIDERING BOUNDARY CONDITION UNCERTAINTY FOR ROBUST TOPOLOGY OPTIMIZATION OF FLAT PLATES
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2020 |
Vishwanathan, Aditya |
PHYSICS-INFORMED NEURAL NETWORKS FOR BIAS COMPENSATION IN CORROSION-FATIGUE
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2020 |
Dourado, Arinan D. |
FLYER PLATE CONTINUUM SIMULATIONS INFORMED WITH MACHINE LEARNING CRACK EVOLUTION
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2020 |
Fernandez-Godino, Giselle |
PROBABILISTIC AIRCRAFT TRAJECTORY PREDICTION CONSIDERING WEATHER UNCERTAINTIES USING DROPOUT AS BAYESIAN APPROXIMATE VARIATIONAL INFERENCE
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2020 |
Pang, Yutian |
SYNTHESIS OF DISCRETE DISTRIBUTED, CORRELATED MULTIVARIATES UTILIZING WALSH FUNCTIONS FOR UNCERTAINTY QUANTIFICATION
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2020 |
Forster, Edwin E. |
DAMAGE MODEL PARAMETER IDENTIFICATION: CHALLENGES ASSOCIATED WITH CORRELATION AND NOISE
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2020 |
Dong, Ting |
GLOBAL SENSITIVITY ANALYSIS FOR STOCHASTIC RESPONSES OF FIBER REINFORCED COMPOSITES WITH POLYNOMIAL CHAOS
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2020 |
Thapa, Mishal |
DESIGN OPTIMIZATION OF METALLIC ALLOY MICROSTRUCTURES UNDER EPISTEMIC UNCERTAINTY
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2020 |
Acar, Pinar |
HIGH-DIMENSIONAL RELIABILITY ANALYSIS USING DEEP NEURAL NETWORKS
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2020 |
Li, Mingyang |
A HYBRID MODEL FOR MAIN BEARING FATIGUE PROGNOSIS BASED ON PHYSICS AND MACHINE LEARNING
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2020 |
Yucesan, Yigit A. |
BAYESIAN NETWORK INFERENCE OF THERMAL PROTECTION SYSTEM FAILURE IN HYPERSONIC VEHICLES
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2020 |
Schiavazzi, Daniele E. |
RISK-BASED DESIGN OPTIMIZATION VIA PROBABILITY OF FAILURE, CONDITIONAL VALUE-AT-RISK, AND BUFFERED PROBABILITY OF FAILURE
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2020 |
Chaudhuri, Anirban |