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LightGBM integration with modified data balancing and whale optimization algorithm for rock mass classification

Abstract The accurate prediction of uneven rock mass classes is crucial for intelligent operation in tunnel-boring machine (TBM) tunneling. However, the classification of rock masses presents significant challenges due to the variability and complexity of geological conditions. To address these chal...

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Detaylı Bibliyografya
Yazar: Long Li
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Nature Portfolio 2024-10-01
Seri Bilgileri:Scientific Reports
Konular:
Online Erişim:https://doi.org/10.1038/s41598-024-73742-9
Etiketler: Etiketle
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