Table 6 Evaluation indexes of ML model results.

From: Hybrid physics-machine learning models for predicting rate of penetration in the Halahatang oil field, Tarim Basin

ROP model

MAPE

RMSE

R2

ANN

0.3767

9.0520

0.7917

SVM

0.3862

9.0242

0.7929

RF

0.0501

1.6072

0.9934

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