Microstructure-sensitive critical plastic strain energy density criterion for fatigue life prediction across various loading regimes.
Bayesian inference method
Markov chain Monte Carlo
Metropolis–Hastings algorithm
crystal plasticity finite element method
fatigue life
plastic strain energy density
Journal
Proceedings. Mathematical, physical, and engineering sciences
ISSN: 1364-5021
Titre abrégé: Proc Math Phys Eng Sci
Pays: England
ID NLM: 9891746
Informations de publication
Date de publication:
Apr 2020
Apr 2020
Historique:
received:
06
11
2019
accepted:
26
02
2020
entrez:
14
5
2020
pubmed:
14
5
2020
medline:
14
5
2020
Statut:
ppublish
Résumé
In the present work, we postulate that a critical value of the stored plastic strain energy density (SPSED) is associated with fatigue failure in metals and is independent of the applied load. Unlike the classical approach of estimating the (homogenized) SPSED as the cumulative area enclosed within the macroscopic stress-strain hysteresis loops, we use crystal plasticity finite element simulations to compute the (local) SPSED at each material point within polycrystalline aggregates of a nickel-based superalloy. A Bayesian inference method is used to calibrate the critical SPSED, which is subsequently used to predict fatigue lives at nine different strain ranges, including strain ratios of 0.05 and -1, using nine statistically equivalent microstructures. For each strain range, the predicted lives from all simulated microstructures follow a lognormal distribution. Moreover, for a given strain ratio, the predicted scatter is seen to be increasing with decreasing strain amplitude; this is indicative of the scatter observed in the fatigue experiments. Finally, the lognormal mean lives at each strain range are in good agreement with the experimental evidence. Since the critical SPSED captures the experimental data with reasonable accuracy across various loading regimes, it is hypothesized to be a material property and sufficient to predict the fatigue life.
Identifiants
pubmed: 32398935
doi: 10.1098/rspa.2019.0766
pii: rspa20190766
pmc: PMC7209147
doi:
Types de publication
Journal Article
Langues
eng
Pagination
20190766Informations de copyright
© 2020 The Authors.
Déclaration de conflit d'intérêts
We declare we have no competing interests.