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An efficient active learning-based method for reliability analysis of geotechnical structures using sparse polynomial chaos expansion | Synapse
March 3, 2026
An efficient active learning-based method for reliability analysis of geotechnical structures using sparse polynomial chaos expansion
ZL
Zhengwei Li
WG
Wenping Gong
Hebei North University
WZ
W. J. Zhu
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Puntos clave
The active learning-based method significantly enhances reliability analysis outcomes for geotechnical structures.
Results show improved accuracy in uncertainty quantification with sparse polynomial chaos, addressing complex behavior.
Analysis utilizes a framework that integrates active learning with polynomial chaos expansion for efficiency.
Implications suggest potential advancements in reliability assessments of geotechnical infrastructures, with further validation needed.
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Li et al. (Sat,) studied this question.
synapsesocial.com/papers/69a7612fc6e9836116a2ee1a
https://doi.org/https://doi.org/10.1007/s11440-026-02930-w
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