Research on Intelligent Predictions of Surrounding Rock Ahead of the Tunnel Face Based on Neural Network and Longitudinal Deformation Curve.

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Bibliographic Details
Title: Research on Intelligent Predictions of Surrounding Rock Ahead of the Tunnel Face Based on Neural Network and Longitudinal Deformation Curve.
Authors: Shao, Shuai1,2, Song, Renjie2,3, Wu, Yimin2,3,4, wuyimin531@csu.edu.cn, Zhang, Zhicheng4,5, Fu, Helin2,3,5, Peng, Yichen2, Li, Zelong2, Liu, Yao2
Source: Applied Sciences (2076-3417); Aug2025, Vol. 15 Issue 16, p8771, 20p
Database: Applied Science & Technology Source
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ISSN:20763417
DOI:10.3390/app15168771