Table 11 Time and memory assessment comparison of the XGBoost model vs. Larestani et al.21 lumped models.

From: Enhanced machine learning—ensemble method for estimation of oil formation volume factor at reservoir conditions

Models

Training time (s)

Inference time (s)

Memory (MB)

XGBoost

0.11

0.001

271

DTs

0.28

Not reported

313

RF

0.62

Not reported

339

ETs

0.99

Not reported

295

Back to article page