Real-time monitoring dislocations, martensitic transformations and detwinning in stainless steel: Statistical analysis and machine learning

Autor: Xiangdong Ding, Boyuan Gou, Jun Sun, Ekhard K. H. Salje, Yan Chen
Rok vydání: 2021
Předmět:
Zdroj: Journal of Materials Science & Technology. 92:31-39
ISSN: 1005-0302
Popis: Acoustic emission (AE) of 316L stainless steel with of low Ni content shows, under tension, simultaneously three avalanche processes. One avalanche process relates to the movement of dislocations, the others to martensitic transformations and detwinning/twinning. Detwinning/twinning occurs predominantly at the early stage of the plastic deformation while martensitic transformations only become observable after large plastic deformation. All processes coincide during deformation with variable effect on AE. An excellent fingerprint for the detection of the coincidence between the several mechanisms is the observation of multivalued E ~ A2 correlations. AE signals from moving dislocations decay more slowly (~ 7×10−3s) and show long avalanche durations. In contrast, AE signals during martensitic transformations and detwinning/twinning decay rapidly (
Databáze: OpenAIRE