149 citations · 174 across the 3 of their papers we have counts for
3 papers
On Machine Learning-Driven Surrogates for Sound Transmission Loss Simulations
Barbara Cunha, Abdel-Malek Zine, Mohamed Ichchou +2
Surrogate models are data-based approximations of computationally expensive simulations that enable efficient exploration of the model's design space and informed decision-making i…
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic
Barbara Cunha, Christophe Droz, Abdelmalek Zine +2
The use of Machine Learning (ML) has rapidly spread across several fields, having encountered many applications in Structural Dynamics and Vibroacoustic (SD\&V). The increasing cap…
A model-based technique to identify lubrication condition of hydrodynamic bearings using the rotor vibrational response
Marcus Vinícius Medeiros Oliveira, Barbara Zaparoli Cunha, Gregory Bregion Daniel
Faults related to hydrodynamic bearing can imply in high maintenance costs when late-detected and even to the total shutdown of the system. Thus, techniques of early fault diagnosi…