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Metallurgical and Materials Transactions A
Erschienen in: Metallurgical and Materials Transactions A 3/2021

22.01.2021 | Original Research Article

Predictions of the Total Crack Length in Solidification Cracking Through LSBoost

verfasst von: Yun Zhang, Xiaojie Xu

Erschienen in: Metallurgical and Materials Transactions A | Ausgabe 3/2021

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Abstract

The longitudinal Varestraint test is the most widely used technique to quantify the weld solidification cracking susceptibility, which provides the total crack length, TCL, as an indicator. But experimental work requires a significant amount of time and resource. Data-driven approaches can serve as alternatives to estimate the TCL through influencing factors, including metallurgical factors, welding conditions, and test parameters. We develop the least-squares boosting model to predict the TCL, a solidification cracking susceptibility indicator, based on the alloy composition, welding parameters, and applied strain. The model manifests high accuracy and stability, and applies to a wide range of stainless steels. It serves as a fast, robust, and low-cost tool for the assessment of solidification cracking susceptibility.
Vorheriger Artikel Low Cycle Fatigue of an Ultrafine Grained AA5083 Aluminum Alloy Composite Produced by Cryomilling
Nächster Artikel Retrogression and Reaging of AA7075 and AA6013 Aluminum Alloys

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Metadaten
Titel
Predictions of the Total Crack Length in Solidification Cracking Through LSBoost
verfasst von
Yun Zhang
Xiaojie Xu
Publikationsdatum
22.01.2021
Verlag
Springer US
Erschienen in
Metallurgical and Materials Transactions A / Ausgabe 3/2021
Print ISSN: 1073-5623
Elektronische ISSN: 1543-1940
DOI
https://doi.org/10.1007/s11661-020-06130-3

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