7 citations · 13 across the 5 of their papers we have counts for
5 papers
Creep failure in heterogeneous materials from the barrier landscape
Juan Carlos Verano-Espitia, Tero Mäkinen, Mikko J. Alava +1
Stressed under a constant load, materials creep with a final acceleration of deformation and for any given applied stress and material, the creep failure time can strongly vary. We…
Bayesian optimization to infer parameters in viscoelasticity
Isaac Y. Miranda-Valdez, Tero Mäkinen, Juha Koivisto +1
Inferring viscoelasticity parameters is a key challenge that often leads to non-unique solutions when fitting rheological data. In this context, we propose a machine learning appro…
Bayesian exploration of the composition space of CuZrAl metallic glasses for mechanical properties
Tero Mäkinen, Anshul D. S. Parmar, Silvia Bonfanti +1
Designing metallic glasses in silico is a major challenge in materials science given their disordered atomic structure and the vast compositional space to explore. Here, we tackle…
Effect of quenched heterogeneity on creep lifetimes of disordered materials
Juan Carlos Verano-Espitia, Jérôme Weiss, David Amitrano +2
We revisit the problem of describing creep in heterogeneous materials by an effective temperature by considering more realistic (and complex) non-mean-field elastic redistribution…
Wood compression in four-dimensional in situ tomography
Tero Mäkinen, Alisa Halonen, Juha Koivisto +1
Wood deformation, in particular when subject to compression, exhibits scale-free avalanche-like behavior as well as structure-dependent localization of deformation. We have taken t…