45 citations · 124 across the 6 of their papers we have counts for
6 papers
Bayesian system identification for structures considering spatial and temporal correlation
Ioannis Koune, Arpad Rozsas, Arthur Slobbe +1
The decreasing cost and improved sensor and monitoring system technology (e.g. fiber optics and strain gauges) have led to more measurements in close proximity to each other. When…
A switching Gaussian process latent force model for the identification of mechanical systems with a discontinuous nonlinearity
Luca Marino, Alice Cicirello
An approach for the identification of discontinuous and nonsmooth nonlinear forces, as those generated by frictional contacts, in mechanical systems that can be approximated by a s…
Natural Language Processing for Systems Engineering: Automatic Generation of Systems Modelling Language Diagrams
Shaohong Zhong, Andrea Scarinci, Alice Cicirello
The design of complex engineering systems is an often long and articulated process that highly relies on engineers' expertise and professional judgment. As such, the typical pitfal…
Virtual sensing of subsoil strain response in monopile-based offshore wind turbines via Gaussian process latent force models
Joanna Zou, Eliz-Mari Lourens, Alice Cicirello
Virtual sensing techniques have gained traction in applications to the structural health monitoring of monopile-based offshore wind turbines, as the strain response below the mudli…
Cyclical Variational Bayes Monte Carlo for Efficient Multi-Modal Posterior Distributions Evaluation
Felipe Igea, Alice Cicirello
Multimodal distributions of some physics based model parameters are often encountered in engineering due to different situations such as a change in some environmental conditions,…
Machine Learning based optimization for interval uncertainty propagation
Alice Cicirello, Filippo Giunta
Two non-intrusive uncertainty propagation approaches are proposed for the performance analysis of engineering systems described by expensive-to-evaluate deterministic computer mode…