An improved bidirectional generative adversarial network model for multivariate estimation of correlated and imbalanced tunnel construction parameters

An improved bidirectional generative adversarial network model for multivariate estimation of correlated and imbalanced tunnel construction parameters

Estimation of construction parameters is crucial for optimizing tunnel construction schedule. Due to the influence of routine activities and occasional risk events, these parameters are usually correlated and imbalanced. To solve this issue, an improved bidirectional generative adversarial network (...

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Bibliographic Details
Main Authors: Yao Xiao, Jia Yu, Guoxin Xu, Dawei Tong, Jiahao Yu, Tuocheng Zeng
Format: Article
Language:English
Published: Elsevier 2023-07-01
Series:Journal of Rock Mechanics and Geotechnical Engineering
Subjects:
Multivariate parameters estimation
Correlated and imbalanced parameters
Bidirectional generative adversarial network (BiGAN)
Joint discriminator
Zero-centered gradient penalty (0-GP)
Online Access:http://www.sciencedirect.com/science/article/pii/S167477552200230X

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http://www.sciencedirect.com/science/article/pii/S167477552200230X

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