Aluminum alloy compositions and properties extracted from a corpus of scientific manuscripts and US patents
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s41597-022-01215-7.pdf
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Published version
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1.71 MB
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366913aa199757238cdfd2e6ba72b472
Author(s) • • • • • • •
Pfeiffer, Olivia P
Liu, Haihao
Montanelli, Luca
Latypov, Marat I
Sen, Fatih G
Hegadekatte, Vishwanath
Olivetti, Elsa A
Homer, Eric R
Date Issued
December 2022
Journal
Scientific Data
Publisher
Springer Science and Business Media LLC
Citation
Pfeiffer, Olivia P, Liu, Haihao, Montanelli, Luca, Latypov, Marat I, Sen, Fatih G et al. 2022. "Aluminum alloy compositions and properties extracted from a corpus of scientific manuscripts and US patents." Scientific Data, 9 (1).
Version
Final published version
Abstract
AbstractResearchers continue to explore and develop aluminum alloys with new compositions and improved performance characteristics. An understanding of the current design space can help accelerate the discovery of new alloys. We present two datasets: 1) chemical composition, and 2) mechanical properties for predominantly wrought aluminum alloys. The first dataset contains 14,884 entries on aluminum alloy compositions extracted from academic literature and US patents using text processing techniques, including 550 wrought aluminum alloys which are already registered with the Aluminum Association. The second dataset contains 1,278 entries on mechanical properties for aluminum alloys, where each entry is associated with a particular wrought series designation, extracted from tables in academic literature.
MIT Department
Massachusetts Institute of Technology. Institute for Data, Systems, and Society
Massachusetts Institute of Technology. Department of Materials Science and Engineering
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Creative Commons Attribution 4.0 International License
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DOI of Published Version
https://doi.org/10.1038/s41597-022-01215-7