Condition-based prediction of time-dependent reliability in composites

نویسندگان

  • Juan Chiachio
  • Manuel Chiachio
  • Shankar Sankararaman
  • Abhinav Saxena
  • Kai Goebel
چکیده

This paper presents a reliability-based prediction methodology to obtain the remaining useful life of composite materials subjected to fatigue degradation. Degradation phenomena such as stiffness reduction and increase in matrix micro-cracks density are sequentially estimated through a Bayesian filtering framework that incorporates information from both multi-scale damage models and damage measurements, that are sequentially collected along the process. A set of damage states are further propagated forward in time by simulating the damage progression using the models in the absence of new damage measurements to estimate the time-dependent reliability of the composite material. As a key contribution, the estimation of the remaining useful life is obtained as a probability from the prediction of the time-dependent reliability, whose validity is formally proven using the axioms of Probability Logic. A case study is presented using multi-scale fatigue damage data from a cross-ply carbon-epoxy laminate. & 2015 Elsevier Ltd. All rights reserved.

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عنوان ژورنال:
  • Rel. Eng. & Sys. Safety

دوره 142  شماره 

صفحات  -

تاریخ انتشار 2015