What type of study is this?

This is a Quantitative Study study.

September 18, 2025Structural Health MonitoringOpen Access

Robust prognostics of impacted composite structures using an adaptive hidden semi-Markov model

View Full Paper

Ask AI

Bookmark

Authors

Adaptive hidden semi-Markov model improves remaining useful life predictions in engineering systems, suggesting better reliability management.

AHSMM outperforms LSTM by achieving a 24% lower RMSE across evaluations.
The model utilizes unimpacted specimens to enhance adaptability for previously unseen conditions.
A unique performance measure for AHSMM demonstrates superior uncertainty quantification with an average coverage of 0.79.
Conditional reliability analysis reveals AHSMM offers more stable reliability estimates as data accumulates.

Salinas-Camus et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark

Adaptive hidden semi-Markov model improves remaining useful life predictions in engineering systems, suggesting better reliability management.