
Find a detailed list of eXtremeMAT presentations and publications below.
eXtremeMAT National Laboratory Consortium: Data Science and Analytics
Ram Devanathan, Jennifer R. Bauer, Gary D. Black, Michael Glazoff, TurabLookman, Pratik Ray, Vyacheslav Romanov, Kelly Rose, Michael D. Sabbatino, Arun Sathanur, Dongwon Shin, Madison Wenzlick, Yuki Yamamoto, and Jeffrey A. Hawk. “eXtremeMAT National Laboratory Consortium: Data Science and Analytics.”; June 2019 Stakeholder Advisory Board Meeting.
Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels
K. Verma, J.A. Hawk, L.S. Bruckman, R.H. French, V.N. Romanov and J.L.W. Carter,
“Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels,” Metall. Mater. Trans. A, Vol. 50 (2019) 3106-3120 (On-line First 29 April 2019: https://doi.org/10.1007/s11661-019-05234-9).
Ensemble Modeling of Non-Linear Relations for 9% Cr-Family Steel (Tensile Strength)
V. Romanov and J.A. Hawk “Ensemble Modeling of Non-Linear Relations for 9% Cr-Family Steel (Tensile Strength)” – Poster presentation at APS April Meeting 2019. Denver, CO, April 2019
Data Analytics for Designing Fe-9Cr Steels
V. Romanov and J.A. Hawk “Data Analytics for Designing Fe-9Cr Steels” – Poster presentation at the 2019 Project Review Meeting for Crosscutting Research Portfolio, Pittsburgh, PA, April 2019
Modern data analytics approach to predict creep of high-temperature alloys
Shin, Y. Yamamoto, M.P. Brady, S. Lee, J.A. Haynes,
Modern data analytics approach to predict creep of high-temperature alloys, Acta Materialia, Volume 168, 2019, Pages 321-330, ISSN 1359-6454,
https://doi.org/10.1016/j.actamat.2019.02.017.
XMAT: Modeling and Simulation
Laurent Capolungo, “XMAT: Modeling and Simulation.”; April 2019 Crosscutting Meeting – Pittsburgh, PA.
eXtremeMAT National Laboratory Consortium: Data Science and Analytics
Ram Devanathan, Jennifer R. Bauer, Gary D. Black, Michael Glazoff, TurabLookman, Pratik Ray, Vyacheslav Romanov, Kelly Rose, Michael D. Sabbatino, Arun Sathanur, Dongwon Shin, Madison Wenzlick, Yuki Yamamoto, and Jeffrey A. Hawk. “eXtremeMAT National Laboratory Consortium: Data Science and Analytics.”; April 2019 Crosscutting Meeting – Pittsburgh, PA.
eXtremeMAT Development, History & FY2018 Status
Jeffrey Hawk, “eXtremeMAT Development, History & FY2018 Status.”; April 2019 Crosscutting Meeting – Pittsburgh, PA
9Cr Steel Visualization and Predictive Modeling
Krishnamurthy, S. Maddali, J.A. Hawk and V.N. Romanov,
“9Cr Steel Visualization and Predictive Modeling,” Computational Materials Science, Vol. 168 (2019) 268-279
(On-line First23 March 2019: https://doi.org/10.1016/j.commatsci.2019.03.015).
Materials for Extreme Environments: The role of data analytics
Ram Devanathan, Jovan Araiza, Jennifer R. Bauer, Gary D. Black, Michael Gao, Michael Glazoff, LianshanLin, Tom Lograsso, TurabLookman, Pratik Ray, Vyacheslav Romanov, Kelly Rose, Arun Sathanur, Dongwon Shin, Ashley Weber, Yuki Yamamoto, and Jeffrey A. Hawk, “Materials for Extreme Environments: The role of data analytics.”; TMS Annual Meeting & Exhibition, March 2019 – San Antonio, TX.
eXtremeMAT: Computational Materials Discovery for Existing and Advanced Power Cycles
Jeffrey Hawk, David Alman, “eXtremeMAT: Computational Materials Discovery for Existing and Advanced Power Cycles.”; TMS Annual Meeting & Exhibition, March 2019 – San Antonio, TX.
Materials Data Analytics for 9% Cr Family Steels
N. Romanov, N. Krishnamurthy, A.K. Verma, L.S. Bruckman, R.H. French, J.L.W. Carter, and J.A. Hawk,
“Materials Data Analytics for 9% Cr Family Steels,” Statistical Analysis & Data Mining, Vol. 12, Issue 4 (2019) 290-301
(On-line First 15 February 2018: https://doi.org/10.1002/sam.11406).
Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steel
V. Romanov and J.A. Hawk (2019) “Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steel” – Paper published in: Proc. of IEEE International Conference on Big Data (IEEE Big Data 2018), pp. 5436-5438. Date Added to IEEE Xplore: 24 January 2019. DOI: https://doi.org/10.1109/BigData.2018.8622128. Electronic ISBN: 978-1-5386-5035-6. USB ISBN: 978-1-5386-5034-9. Print on Demand (PoD) ISBN: 978-1-5386-5036-3
Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steels
V. Romanov and J.A. Hawk “Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steels” – Poster presentation and paper in Proc. IEEE International Conference on Big Data (IEEE Big Data 2018). Seattle, WA, December 2018
Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steels
V. Romanov and J.A. Hawk “Mapping Non-Linear Influence of Alloying Elements on Tensile Strength of Martensitic Steels” – Poster abstract accepted for Defense TechConnect Fall Summit & Expo. Tampa, FL, October 23-25, 2018
XMAT Task 3 Overview – Data Science
Ram Devanathan, Jennifer R. Bauer, Gary D. Black, Michael Gao, Michael Glazoff, Jeffrey A. Hawk, Carina Lansing, Tom Lograsso, Lianshan Lin, Turab Lookman, Pratik Ray, Vyacheslav Romanov, Kelly Rose, Arun Sathanur, Dongwon Shin, and Yuki Yamamoto,
October 2018 Stakeholder Advisory Board Meeting – Columbus, OH.
eXtremeMAT: Task 5.0- Manufacturing
Jeffrey Hawk,
October 2018 Stakeholder Advisory Board Meeting – Columbus, OH
Data-Driven Mechanism Modeling of Creep Behavior of 9Cr-Steels
A.K. Verma, V.N. Romanov, J.A. Hawk, R.H. French, J.L.W. Carter “Data-Driven Mechanism Modeling of Creep Behavior of 9Cr-Steels” – 18th International Conference on the Strength of Materials (ICSMA 18), Columbus, OH, July 2018
Mapping Multivariate Influence of Alloying Elements on Creep Behavior for New Martensitic Steels
A.K. Verma, J.H. Hawk, L.S. Bruckman, V.N. Romanov, R.H. French, J.L.W. Carter “Mapping Multivariate Influence of Alloying Elements on Creep Behavior for New Martensitic Steels” – Machine Learning in Science and Engineering. Carnegie Mellon University and Georgia Institute of Technology, Pittsburgh, PA, June 2018
Mapping Multivariate Influence of Alloying Elements on Creep Behavior for Design of New Martensitic Steels
A.K. Verma, J.A. Hawk, L.S. Bruckman, V.N. Romanov, R.H. French, J.L.W. Carter “Mapping Multivariate Influence of Alloying Elements on Creep Behavior for New Martensitic Steels” – Poster presentation at Research ShowCASE 2018. Case Western Reserve University, Cleveland, OH, April 2018
Materials Data Analytics for Advanced Alloy Development: 9-12% Cr Steel
V. Romanov, N. Krishnamurthy, J.A. Hawk “Materials Data Analytics for Advanced Alloy Development: 9-12% Cr Steel” – Poster presentation at APS April Meeting 2018. Columbus, OH, April 2018
Computational Modeling and Simulation (Task 2)
Joel D. Kress, “Computational Modeling and Simulation (Task 2).” 2018 Review Meeting For Crosscutting Research, Pittsburgh, PA April 10, 2018. https://netl.doe.gov/sites/default/files/netl-file/20180410_1100A_Presentation_FE-850-17-FY17_LANL.pdf
Extreme Environment Materials – Data Analytics
Ram Devanathan, “Extreme Environment Materials – Data Analytics.” 2018 Review Meeting For Crosscutting Research, Pittsburgh, PA April 10, 2018. https://netl.doe.gov/sites/default/files/netl-file/20180410_1130A_Presentation_FWP-71133_PNNL.pdf
Materials Data Analytics for 9-12% Cr Steel
V. Romanov, N. Krishnamurthy, A.K. Verma, L.S. Bruckman, R.H. French, J.L.W. Carter, J.A. Hawk “Materials Data Analytics for 9-12% Cr Steel” – Poster presentation at Conference on Data Analysis (CoDA 2018). LANL, Santa Fe, NM, March 2018
Data Analytics for Alloy Qualification
N. Krishnamurthy, S. Maddali, A.K. Verma, L.S. Bruckman, J.L.W. Carter, R.H. French, V.N. Romanov and J.A. Hawk,
“Data Analytics for Alloy Qualification,” Office of Fossil Energy, NETL-PUB-21550, 20 March 2018, 46 pages
(https://www.osti.gov/biblio/1456238-data-analytics-alloy-qualification)



