Condition-based pbkp_rediction of time-dependent reliability in composites
Abstract:
This paper presents a reliability-based pbkp_rediction 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 pbkp_rediction 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.
Año de publicación:
2015
Keywords:
- COMPOSITES
- Time-dependent reliability
- Model-based prognostics
- fatigue
Fuente:
Tipo de documento:
Article
Estado:
Acceso restringido
Áreas de conocimiento:
- Material compuesto
- Material compuesto
- Ciencia de materiales
Áreas temáticas:
- Ingeniería y operaciones afines
- Ingeniería de ferrocarriles y carreteras