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Katrina Groth
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Journal Articles

Probabilistic Deep Learning With Bayesian Networks for Predicting Complex Engineering Systems' Remaining Useful Life: A Case Study of Unmanned Surface Vessel

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Matthew J. Weiner, Ruochen Yang, Katrina Groth, Shapour Azarm
Journal: ASCE-ASME J Risk and Uncert in Engrg Sys Part B Mech Engrg
Publisher: ASME
Article Type: Research-Article
ASME J. Risk Uncertainty Part B. December 2025, 11(4): 041203.
Paper No: RISK-24-1109
https://doi.org/10.1115/1.4068316
Published Online: April 28, 2025
View Articletitled, Probabilistic Deep Learning With Bayesian Networks for Predicting Complex Engineering Systems' Remaining Useful Life: A Case Study of Unmanned Surface Vessel
Open the PDF for Probabilistic Deep Learning With Bayesian Networks for Predicting Complex Engineering Systems' Remaining Useful Life: A Case Study of Unmanned Surface Vessel in another window
Topics: Bayesian network, Condition monitoring, Deep learning, Engineering systems and industry applications, Failure, Sensors, Service life (Equipment), Simulation, Uncertainty, Unmanned surface vehicles
Journal Articles

On a Sampling-Based Method for Multi-Objective Robust Optimization

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Elizabeth Jordan, Arko Chatterjee, Ruochen Yang, Katrina Groth, Shapour Azarm
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Technical Briefs
J. Comput. Inf. Sci. Eng. April 2025, 25(4): 044501.
Paper No: JCISE-24-1481
https://doi.org/10.1115/1.4067706
Published Online: February 28, 2025
View Articletitled, On a Sampling-Based Method for Multi-Objective Robust Optimization
Open the PDF for On a Sampling-Based Method for Multi-Objective Robust Optimization in another window
Topics: Optimization, Reliability, Uncertainty, Unmanned surface vehicles, Emergency core cooling systems