Table 1 Prediction methods for rock shear strength parameters.

From: Prediction method for rock shear strength parameters based on data-driven and interpretability analysis

Input indices

Sample number

Reference

Method

DD, SHn, BTS, Vp, Is(50)

52

Armaghai et al. 201421

PSO-ANN

UCS, UTS, σ3max

245

Shen et al. 201822

GP

Mahmoodzadeh et al. 202225

PSO–LSTM

Fathipour-Azar. 202226

RF

UCS, UTS

214

Zhang et al. 202423

GPR

V p, ρ, UCS, BTS

199

Shahani et al. 202224

SVM

Li et al. 202427

BO-ET

Han et al. 202428

DBO-RF