Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels
Abstract
Here, heritage data for the class of 9 to 12 wt pct Cr steels are studied using data science to quantify the statistically significant relationships among multiple processing/microstructure and performance variables. The effort is undertaken to find new martensitic steels for creep life of 105 hours or greater at 650 °C and 100 MPa using machine learning. Linear regression and lasso regression were utilized to identify alloying elements that contribute towards better creep strength. Visualization techniques such as t-distributed stochastic neighbor embedding and pair-wire element specific comparisons were utilized to explore information gaps that exist within the data and are in conflict with existing domain knowledge. Lastly, cfombining all results suggest that the next alloy design to be explored should be 9 wt pct Cr with high W (2 to 3 wt pct) and high Co (2 to 3 wt pct) for creep life of 105 hours or greater at 650 °C, 100 MPa.
- Authors:
-
- Case Western Reserve Univ., Cleveland, OH (United States)
- National Energy Technology Lab. (NETL), Albany, OR (United States)
- National Energy Technology Lab. (NETL), Pittsburgh, PA (United States)
- Publication Date:
- Research Org.:
- National Energy Technology Laboratory (NETL), Pittsburgh, PA, Morgantown, WV, and Albany, OR (United States)
- Sponsoring Org.:
- USDOE Office of Fossil Energy (FE)
- OSTI Identifier:
- 1582393
- Report Number(s):
- NETL-PUB-22139
Journal ID: ISSN 1073-5623
- Grant/Contract Number:
- FE0028685
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Metallurgical and Materials Transactions. A, Physical Metallurgy and Materials Science
- Additional Journal Information:
- Journal Volume: 50; Journal Issue: 7; Journal ID: ISSN 1073-5623
- Publisher:
- ASM International
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE
Citation Formats
Verma, Amit K., Hawk, Jeffery A., Bruckman, Laura S., French, Roger H., Romanov, Vyacheslav, and Carter, Jennifer L. W. Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels. United States: N. p., 2019.
Web. doi:10.1007/s11661-019-05234-9.
Verma, Amit K., Hawk, Jeffery A., Bruckman, Laura S., French, Roger H., Romanov, Vyacheslav, & Carter, Jennifer L. W. Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels. United States. https://doi.org/10.1007/s11661-019-05234-9
Verma, Amit K., Hawk, Jeffery A., Bruckman, Laura S., French, Roger H., Romanov, Vyacheslav, and Carter, Jennifer L. W. Mon .
"Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels". United States. https://doi.org/10.1007/s11661-019-05234-9. https://www.osti.gov/servlets/purl/1582393.
@article{osti_1582393,
title = {Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels},
author = {Verma, Amit K. and Hawk, Jeffery A. and Bruckman, Laura S. and French, Roger H. and Romanov, Vyacheslav and Carter, Jennifer L. W.},
abstractNote = {Here, heritage data for the class of 9 to 12 wt pct Cr steels are studied using data science to quantify the statistically significant relationships among multiple processing/microstructure and performance variables. The effort is undertaken to find new martensitic steels for creep life of 105 hours or greater at 650 °C and 100 MPa using machine learning. Linear regression and lasso regression were utilized to identify alloying elements that contribute towards better creep strength. Visualization techniques such as t-distributed stochastic neighbor embedding and pair-wire element specific comparisons were utilized to explore information gaps that exist within the data and are in conflict with existing domain knowledge. Lastly, cfombining all results suggest that the next alloy design to be explored should be 9 wt pct Cr with high W (2 to 3 wt pct) and high Co (2 to 3 wt pct) for creep life of 105 hours or greater at 650 °C, 100 MPa.},
doi = {10.1007/s11661-019-05234-9},
journal = {Metallurgical and Materials Transactions. A, Physical Metallurgy and Materials Science},
number = 7,
volume = 50,
place = {United States},
year = {Mon Apr 29 00:00:00 EDT 2019},
month = {Mon Apr 29 00:00:00 EDT 2019}
}
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Works referencing / citing this record:
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