activity
20222026
most citedA Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic

149 citations · 150 across the 3 of their papers we have counts for

collaborators

6 papers

physics.class-ph2026

Accurate structural identification for layered composite structures, through a wave and finite element scheme

D. Chronopoulos, C. Droz, R. Apalowo +2

We present for the first time an approach for identifying the geometric and material characteristics of layered composite structures through an inverse wave and finite element appr…

physics.class-ph2026

Wave propagation analysis for a second strain gradient rod theory

Guang Zhu, Christophe Droz, Abdelmalek Zine +1

In this work, an enriched model describing the longitudinal wave propagation is established based on Mindlin's Second Strain Gradient (SSG) theory, which can describe the heterogen…

physics.class-ph2026

A hybrid wave-mode formulation for the vibro-acoustic analysis of 2D periodic structures

C. Droz, C. Zhou, M. N. N Ichchou +1

In the framework of vibrational analysis of 2D periodic waveguides, Floquet-Bloch theorem is widely applied for the determination of wave dispersion characteristics. In this contex…

cond-mat.mtrl-sci2025

Tailoring dispersion and evanescent modes in multimodal nonlocal lattices using positive-only interactions

Lucas Rouhi, Christophe Droz

Metamaterials derive their unconventional properties from engineered microstructures, with periodic lattices providing a versatile framework for modeling wave propagation. Dispersi…

cs.SD2022★ 1 cited

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…

cs.LG2022★ 149 cited

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…