Missing microseismic data imputation in tunnel monitoring using a transformer model with an integrated Gaussian mixture model

Microseismic (MS) monitoring is essential for early warning and evaluation of structural safety in tunnel engineering. However, data loss due to environmental interference often compromises the reliability of such systems. To address this challenge, a data imputation model that integrates the Gaussi...

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Vydáno v:	Engineering applications of artificial intelligence Ročník 163; s. 112771
Hlavní autoři:	Kuang, Zhihao, Li, Shaojun, Qiu, Shili, Huang, Yong, Chang, Shuaipeng
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Elsevier Ltd 01.01.2026
Témata:	Gaussian mixture model-transformer data imputation model Microseismic missing data Microseismic monitoring Microseismic monitoring Microseismic missing data Gaussian mixture model-transformer data imputation model
ISSN:	0952-1976
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