A review of mathematical process models for the electric arc furnace process

T Hay, VV Visuri, M Aula… - steel research …, 2021 - Wiley Online Library
The electric arc furnace is the main process unit in scrap‐based steelmaking. Owing to its
importance, numerous mathematical models for predicting the course of the electric arc …

Machine learning analysis of electric arc furnace process for the evaluation of energy efficiency parameters

V Manojlović, Ž Kamberović, M Korać, M Dotlić - Applied Energy, 2022 - Elsevier
The electric arc furnace has been the subject of extensive research due to its complex and
chaotic nature. Machine learning methods provide a powerful forensic examination of …

Optimized rotary hearth furnace utilization with blast furnace and electric arc furnace: Techno-economics, CO2 reduction

J Kim, MS Son, JK Park, J Kim - Fuel Processing Technology, 2022 - Elsevier
Two strategies to use a rotary hearth furnace (RHF) are discussed from the perspectives of
techno-economics and CO 2 reduction. One is to use the RHF to produce low-reduced iron …

Data-driven modelling and optimization of energy consumption in EAF

S Tomažič, G Andonovski, I Škrjanc, V Logar - Metals, 2022 - mdpi.com
In the steel industry, the optimization of production processes has become increasingly
important in recent years. Large amounts of historical data and various machine learning …

Interpretable machine learning—tools to interpret the predictions of a machine learning model predicting the electrical energy consumption of an electric arc furnace

LS Carlsson, PB Samuelsson… - Steel research …, 2020 - Wiley Online Library
Machine learning (ML) is a promising modeling framework that has previously been used in
the context of optimizing steel processes. However, many of the more advanced ML models …

Environmental impact evaluation of wear protection materials

H Rojacz, D Maierhofer, G Piringer - Wear, 2025 - Elsevier
Wear protection materials, especially those for high-temperature service, often contain
substantial amounts of chromium, cobalt and/or nickel and/or with embedded hard phases …

Circular steel: how information and actor incentives impact the recyclability of scrap

RJ Compañero, A Feldmann, A Tilliander - Journal of Sustainable …, 2021 - Springer
Recycling plays a vital role in preserving resources like steel and consequently in a circular
economy. Scrap dealers and steel mills, the main business units in this system, often …

The influence of electric-arc-furnace input feeds on its electrical energy consumption

V Logar, I Škrjanc - Journal of Sustainable Metallurgy, 2021 - Springer
Operation of the electric arc furnaces (EAFs) is a subject to consider fluctuations in terms of
its key performance indicators, such as the electrical energy consumption (EEC), tap-to-tap …

[HTML][HTML] Time-and component-resolved energy system model of an electric steel mill

J Dock, D Janz, J Weiss, A Marschnig… - Cleaner Engineering and …, 2021 - Elsevier
Steel production is a highly energy-and emission-intensive process. Compared to the
production via the integrated route, the melting of recycled steel scrap and directly reduced …

Modeling the effect of scrap on the electrical energy consumption of an electric arc furnace

LS Carlsson, PB Samuelsson, PG Jönsson - Processes, 2020 - mdpi.com
The melting time of scrap is a factor that affects the Electrical Energy (EE) consumption of the
Electric Arc Furnace (EAF) process. The EE consumption itself stands for most of the total …