Published August 6, 2024
| Version 1.0
Dataset
Open
Ab-initio data repository for physics-informed data-driven model
Contributors
-
1.
KTH Royal Institute of Technology
- 2. Centre of Excellence ENSEMBLE3 Sp. z o. o., Wolczynska Str. 133: Warsaw, PL
Description
Ab-initio Data Repository for Physics-Informed Data-Driven Model
This repository saved the precise Density Functional Theory (DFT) calculations and Vienna Ab initio Simulation Package (VASP) codes to provide a comprehensive dataset for physics-informed models. It specifically considers the steelmaking process by focusing on different types of non-metallic inclusions (NMIs) within the steel melt.
Data Sets Included:
- Hamaker Constants values
- Coagulation coefficients and Entrapment Probabilities
- Kinematic Viscosity of SAE 1055 steel
- Dynamic Viscosity of SAE 1055 steel
- Dielectric function of oxides
- Lattice parameters for molten and bulk Iron
- Surface Tension of molten Fe.
Purpose and Application: This repository is designed to support advanced physics-informed modeling approaches, such as those using machine learning algorithms to predict clogging and inclusion behaviors in steelmaking processes.
The datasets includes following types of NMIs with detailed characteristics in the size range of 1-10 µm:
- Al2O3
- CaO
- MgO
- MgAl2O4
- CaS
- ZrO2
Files
Al2O3-Al2O3_Van_der_Waals_Force.png
Files
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Additional details
Funding
Dates
- Available
-
2024-08-06