Table 6 Performance metrics results RMSE and mean of target element data distribution (Ovako steel, Fundia special bar, Sandvik materials technology and Fundia armering from14 for EAF, and Völklingen steelworks from this study for BOF)).

From: Machine learning approach for predicting tramp elements in the basic oxygen furnace based on the compiled steel scrap mix

Target Element

Ovako steel

Fundia special bar

Sandvik

Fundia armering

Völklingen

RMSE

Mean

RMSE

Mean

RMSE

Mean

RMSE

Mean

RMSE

Mean

Cu

0.029

0.187

0.03

0.24

0.03

0.2

0.041

0.359

0.00551

0.01674

Cr

0.08

0.28

0.02

0.07

0.71

15.74

0.027

0.118

0.01523

0.05846

Ni

0.06

0.16

0.02

0.13

0.55

7.42

0.025

0.168

0.03394

0.04103

Mo

0.02

0.04

0.01

0.03

0.1

1.05

0.005

0.026

0.01178

0.01442

Sn

0.002

0.009

0.003

0.017

-

-

0.005

0.017

0.00060

0.00125

S

0.004

0.025

0.006

0.037

0.003

0.013

0.005

0.043

0.00499

0.01740

P

0.003

0.008

0.003

0.011

0.002

0.021

0.005

0.018

0.00589

0.01614