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Frequency-Optimized Ultrasonic and Machine Learning Framework for Early Detection of Carburization in HP Steel Tubes

Crossref DOI link: https://doi.org/10.1007/s10921-025-01261-2

Published Online: 2025-09-01

Published Print: 2025-12

Update policy: https://doi.org/10.1007/springer_crossmark_policy

Authors

da Silva, Francirley P. https://orcid.org/0000-0002-0733-4279
Martins, Carlos O. D. https://orcid.org/0000-0003-1418-3226
da Fonseca Filho, Henrique D. https://orcid.org/0000-0001-9811-6391
Matos, Robert S. https://orcid.org/0000-0002-1219-8646
Silva, Ivan C. https://orcid.org/0000-0001-5990-5179
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Text and Data Mining valid from 2025-09-01

Version of Record valid from 2025-09-01
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Article History

Received: 10 April 2025

Accepted: 11 August 2025

First Online: 1 September 2025

Declarations

:

: The authors declare no competing interests.