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Empirical results indicate that MKBoost-MC exhibits higher prediction accuracy than the standard SVM algorithm. Although MKBoost-MC processing demands extended computation time, its reservoir lithology identification speed is substantially faster than manual methods. With MKBoost-MC, the accuracy of reservoir lithology recognition conforms to the application standard. To address the disparity in lithology type