… and finite element-based damage evolution models for composite materials. The … evolution
of system degradation that results in a more dynamic framework for diagnosis and prognosis. …

… At 25 J, the prediction algorithm detects the jump energy based on the slope difference …
-based prognostics framework to predict fatigue damage evolution and reliability in composites. …

… This research contributes towards the enhancement of diagnostics and prognostics
framework by encapsulating concepts of data enhancements and performing probabilistic ML. …

… A common data-driven prognostic framework consists of four … using stiffness and energy-based
models have been … of constant loading and observing the damage evolution using the C-…

… Stress/strain/energy based-models can only calculate cycles … In addition to this, the non-linearity
of the damage evolution … The fatigue modelling of fibre-reinforced composites is different …

… fatigue loading, the focus has shifted from fault diagnosis to prognostics targeting future damage
evolution and … measurements through a probabilistic framework involving the mentioned …

… al as the inclusion of micro-scale damage evolution models acting as a state transition equation
… Another framework predicting the balance of release strain energies from competing for …

… a PF-based prognostic framework, where the bias of … prognostic models and that of a
single model, this study incorporates a shared damage evolution model among each prognostic …

… fatigue damage evolution. Three-dimensional computed tomography (gamma ray (Ref 39),
neutron (Ref 40), synchrotron (Ref 40), ion beam (Ref 38), and x-ray (Ref 41,42,43,44,45,46,…

… A model-based prognostics framework to predict fatigue damage evolution and reliability in
… An energy-based prognostics framework to predict fatigue damage evolution in composites. …