In the design and development of novel materials that have excellent mechanical properties, classification and regression methods have been diversely used across mechanical deformation simulations or experiments. The use of materials informatics methods on large data that originate in experiments or/and multiscale modeling simulations may accelerate materials’ discovery or develop new understanding of materials’ behavior. In this fast-growing field, we focus on reviewing advances at the intersection of data science with mechanical deformation simulations and experiments, with a particular focus on studies of metals and alloys. We discuss examples of applications, as well as identify challenges and prospects.

Frydrych, K., Karimi, K., Pecelerowicz, M., Alvarez, R., Dominguez-Gutierrez, F., Rovaris, F., et al. (2021). Materials informatics for mechanical deformation: A review of applications and challenges. MATERIALS, 14(19) [10.3390/ma14195764].

Materials informatics for mechanical deformation: A review of applications and challenges

Rovaris F.;
2021

Abstract

In the design and development of novel materials that have excellent mechanical properties, classification and regression methods have been diversely used across mechanical deformation simulations or experiments. The use of materials informatics methods on large data that originate in experiments or/and multiscale modeling simulations may accelerate materials’ discovery or develop new understanding of materials’ behavior. In this fast-growing field, we focus on reviewing advances at the intersection of data science with mechanical deformation simulations and experiments, with a particular focus on studies of metals and alloys. We discuss examples of applications, as well as identify challenges and prospects.
Articolo in rivista - Articolo scientifico
Data science; Defects; Dislocations; Informatics; Machine learning; Mechanical deformation; Metal alloys; Ontology;
English
2021
14
19
5764
none
Frydrych, K., Karimi, K., Pecelerowicz, M., Alvarez, R., Dominguez-Gutierrez, F., Rovaris, F., et al. (2021). Materials informatics for mechanical deformation: A review of applications and challenges. MATERIALS, 14(19) [10.3390/ma14195764].
File in questo prodotto:
Non ci sono file associati a questo prodotto.

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/450819
Citazioni
  • Scopus 31
  • ???jsp.display-item.citation.isi??? 23
Social impact