43 results on '"Mahadevan, Sankaran"'
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2. Probabilistic physics-informed machine learning for dynamic systems
3. Importance sampling for probabilistic prognosis of sector-wide flight separation safety
4. Towards a digital twin approach for vessel-specific fatigue damage monitoring and prognosis
5. Information fusion and machine learning for sensitivity analysis using physics knowledge and experimental data
6. Bayesian network modeling of accident investigation reports for aviation safety assessment
7. Fast surrogate modeling using dimensionality reduction in model inputs and field output: Application to additive manufacturing
8. Probability-space surrogate modeling for fast multidisciplinary optimization under uncertainty
9. Multi-source information fusion to assess control room operator performance
10. Probability models for data-Driven global sensitivity analysis
11. Measuring the vulnerability of community structure in complex networks
12. Bayesian model updating with summarized statistical and reliability data
13. Resilience-based network design under uncertainty
14. Efficient approximate inference in Bayesian networks with continuous variables
15. Design of validation experiments for life prediction models
16. Reliability analysis with linguistic data: An evidential network approach
17. Reliability analysis under epistemic uncertainty
18. An efficient modularized sample-based method to estimate the first-order Sobol׳ index
19. Role of calibration, validation, and relevance in multi-level uncertainty integration
20. Separation of aleatory and epistemic uncertainty in probabilistic model validation
21. Probabilistic Physics of Failure-based framework for fatigue life prediction of aircraft gas turbine discs under uncertainty
22. Human reliability under sleep deprivation: Derivation of performance shaping factor multipliers from empirical data
23. Integration of model verification, validation, and calibration for uncertainty quantification in engineering systems
24. Variable-fidelity model selection for stochastic simulation
25. Inclusion of task dependence in human reliability analysis
26. Quantitative model validation techniques: New insights
27. Inclusion of fatigue effects in human reliability analysis
28. Efficient surrogate models for reliability analysis of systems with multiple failure modes
29. Quantification of margins and uncertainties of complex systems in the presence of aleatoric and epistemic uncertainty
30. Model validation under epistemic uncertainty
31. Likelihood-based representation of epistemic uncertainty due to sparse point data and/or interval data
32. A probabilistic approach for representation of interval uncertainty
33. Bayesian structural equation modeling method for hierarchical model validation
34. Computational methods for model reliability assessment
35. Bayesian risk-based decision method for model validation under uncertainty
36. Validation and error estimation of computational models
37. Validation of models with multivariate output
38. Reliability-based failure cause assessment of collapsed bridge during construction
39. Validation of reliability computational models using Bayes networks
40. Damage tolerance reliability analysis of automotive spot-welded joints
41. Bayesian methodology for reliability model acceptance
42. Integration of computation and testing for reliability estimation
43. Multiaxial fatigue reliability analysis of railroad wheels
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