Design Under Uncertainty
- Reliability analysis of complex systems using computational simulation models
- Efficient and accurate reliability-based design optimization (RBDO) and robust design optimization (RDO) methods
- Surrogate modeling for efficient reliability estimate
- Reliability analysis of multidisciplinary systems
- Design for resilience and failure recovery
- Advanced statistical methods for uncertainty modeling
Uncertainty Quantification
- Surrogate modeling
- Bayesian calibration
- Model verification and validation (V&V)
- Bayesian Networks
Data Analytics for Health Diagnosis and Prognosis
- Bayesian Networks learning
- Diagnosis & Prognosis
- Sensor network design
Applications
- Uncertainty Quantification of Additive Manufacturing process
- Multi-scale modeling and multi-level uncertainty propagation in additive manufacturing
- Reliability analysis of hypersonic vehicle considering epistemic uncertainty
- Reliability analysis and design optimization of hydrokinetic turbine blades