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Machine Learning Augmented Mechanistic Modeling of Hydrogen-Based Reduction for Waste-Integrated Green Ironmaking

https://doi.org/10.2139/ssrn.6828784
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Outgoing claims: the papers this work cites, builds on, or argues with.

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The kinetics of solid‐state reactions toward consensus—Part I: Uncertainties, failures, and successes of conventional methods
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Reduction of Iron Oxides with Hydrogen—A Review
inferredcites →https://doi.org/10.1002/srin.202200042openalex-snapshot
Development of a Porous Solid Model for the Direct Reduction of Iron Ore Pellets
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Sticking-Free Reduction of Titanomagnetite Ironsand in a Fluidized Bed Reactor
inferredcites →https://doi.org/10.1007/s11663-020-01790-3openalex-snapshot
Reduction Kinetics of Oxidized New Zealand Ironsand Pellets in H2 at Temperatures up to 1443 K
inferredcites →https://doi.org/10.1007/s11837-015-1588-0openalex-snapshot
Modeling and Simulation of the MIDREX Shaft Furnace: Reduction, Transition and Cooling Zones
inferredcites →https://doi.org/10.1016/0040-6031(95)02766-1openalex-snapshot
Some successes and failures of the methods based on several experiments
inferredcites →https://doi.org/10.1016/0304-386x(92)90074-aopenalex-snapshot
The role of hydrometallurgy in achieving sustainable development
inferredcites →https://doi.org/10.1016/j.apt.2022.103837openalex-snapshot
Pelletization and sintering of New Zealand titanomagnetite ironsand
inferredcites →https://doi.org/10.1016/j.cej.2006.12.024openalex-snapshot
Topochemical approach of kinetics of the reduction of hematite to wüstite
inferredcites →https://doi.org/10.1016/j.clce.2022.100075openalex-snapshot
The potential for hydrogen ironmaking in New Zealand
inferredcites →https://doi.org/10.1016/j.enconman.2025.119716openalex-snapshot
Toward a green steel production powered by a hybrid renewable energy system: Techno-economic and environmental assessment
inferredcites →https://doi.org/10.1016/j.ijhydene.2016.04.075openalex-snapshot
Kinetics of hydrogen reduction of magnetite ore fines
inferredcites →https://doi.org/10.1016/j.ijhydene.2023.06.058openalex-snapshot
Greening steel industry by hydrogen: Lessons learned for the developing world
inferredcites →https://doi.org/10.1016/j.ijhydene.2025.04.013openalex-snapshot
Techno-economic analysis of hydrogen production: Costs, policies, and scalability in the transition to net-zero
inferredcites →https://doi.org/10.1016/j.jclepro.2022.130805openalex-snapshot
Green steel at its crossroads: Hybrid hydrogen-based reduction of iron ores
inferredcites →https://doi.org/10.1016/j.jclepro.2023.139081openalex-snapshot
Toward green steel: Modeling and environmental economic analysis of iron direct reduction with different reducing gases
inferredcites →https://doi.org/10.1016/j.jclepro.2023.139585openalex-snapshot
The perspective of hydrogen direct reduction of iron
inferredcites →https://doi.org/10.1016/j.powtec.2021.117032openalex-snapshot
Phase transformations during fluidized bed reduction of New Zealand titanomagnetite ironsand in hydrogen gas
inferredcites →https://doi.org/10.1016/j.rser.2023.113487openalex-snapshot
Ultralow-carbon ironmaking based on green power
inferredcites →https://doi.org/10.1016/j.tca.2004.11.030openalex-snapshot
Role of isoconversional methods in varying activation energies of solid-state kinetics
inferredcites →https://doi.org/10.1016/j.wasman.2025.114824openalex-snapshot
Strategies for industrial residue valorization through metal recovery, use in construction, or CO2 mineralization
inferredcites →https://doi.org/10.1021/acsomega.2c07595openalex-snapshot
Iron Removal as Goethite from Synthetic Laterite Leach Solutions
inferredcites →https://doi.org/10.1021/jp062746aopenalex-snapshot
Solid-State Kinetic Models: Basics and Mathematical Fundamentals
inferredcites →https://doi.org/10.1023/a:1010933404324openalex-snapshot
Random Forests
inferredcites →https://doi.org/10.1080/21693277.2024.2305358openalex-snapshot
Physics-based and data-driven hybrid modeling in manufacturing: a review
inferredcites →https://doi.org/10.2355/isijinternational.47.67openalex-snapshot
Prediction of Iron Ore Pellet Strength Using Artificial Neural Network Model
inferredcites →https://doi.org/10.3389/fchem.2020.571504openalex-snapshot
Co-treatment of Waste From Steelmaking Processes: Steel Slag-Based Carbon Capture and Storage by Mineralization
inferredcites →https://doi.org/10.3390/ijerph192113951openalex-snapshot
Ferrous Industrial Wastes—Valuable Resources for Water and Wastewater Decontamination
inferredcites →https://doi.org/10.3390/met11081202openalex-snapshot
Residue Valorization in the Iron and Steel Industries: Sustainable Solutions for a Cleaner and More Competitive Future Europe
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