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Sequential Sampling-Based Asymptotic Probability Estimation of High-Dimensional Rare Events
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Accurate analysis of rare failure events with an affordable computational cost is often challenging in many engineering applications, particularly for problems with high-dimensional system inputs. The extremely low ...
Multi-Task Learning for Design Under Uncertainty With Multi-Fidelity Partially Observed Information
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: The assessment of system performance and identification of failure mechanisms in complex engineering systems often requires the use of computation-intensive finite element software or physical experiments, which are both ...
Uncertainty Quantification of Additively Manufactured Architected Cellular Materials for Energy Absorption Applications
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: With advances in additive manufacturing (AM), the technology has significantly increased the applications in a wide range of industrial sectors. For example, stereolithography (SLA) has become a promising candidate for the ...
A Gaussian Process-Based Crack Pattern Modeling Approach for Battery Anode Materials Design
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Silicon-based anodes are one of the promising candidates for the next generation high-power/energy density lithium ion batteries (LIBs). However, a major drawback limiting the practical application of the Si anode is that ...