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Author:

Chen, Yan (Chen, Yan.) | Gou, Boyuan (Gou, Boyuan.) | Ding, Xiangdong (Ding, Xiangdong.) | Sun, Jun (Sun, Jun.) | Salje, Ekhard K.H (Salje, Ekhard K.H.)

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Abstract:

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 (−4s) and show short avalanche durations. They can be distinguished by different energy exponents of their avalanches. The energy distributions of the mechanisms differ because energies are defined as the integral over the squared AE amplitudes, where the integration extends over the avalanche durations. A combination of statistical analysis with Convolutional Neural Network calculations provides an accurate and straightforward method for online, non-destructive avalanche monitoring of strain-induced martensitic transformations in 316L steel under high strain. © 2021

Keyword:

Acoustic emission testing Austenitic stainless steel Convolutional neural networks Machine learning Martensite Martensitic stainless steel Martensitic transformations Pattern recognition Plastic deformation Statistical methods

Author Community:

  • [ 1 ] [Chen, Yan]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 2 ] [Gou, Boyuan]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 3 ] [Ding, Xiangdong]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 4 ] [Sun, Jun]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 5 ] [Salje, Ekhard K.H.]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China
  • [ 6 ] [Salje, Ekhard K.H.]Department of Earth Sciences, University of Cambridge, Cambridge; England; CB2 3EQ, United Kingdom

Reprint Author's Address:

  • [Ding, Xiangdong]State Key Laboratory for Mechanical Behavior of Materials, Xi'an Jiaotong University, Xi'an; 710049, China;;

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Source :

Journal of Materials Science and Technology

ISSN: 1005-0302

Year: 2021

Volume: 92

Page: 31-39

8 . 0 6 7

JCR@2020

ESI Discipline: MATERIALS SCIENCE;

ESI HC Threshold:36

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 23

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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