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Article History

Received: 25 August 2023

Revised: 22 October 2023

Accepted: 25 October 2023

First Online: 22 November 2023

Conflict of interest

: The authors have no conflicts of interest to declare. All co-authors have seen and agree with the contents of this manuscript, and there is no financial interest to report.

: In adherence to ethical principles, the data utilized in this research titled “Optimizing Fault Diagnosis in Helical Gear Transmissions with SGD LR using Vibration Signal Analysis” were obtained with informed consent from all participants involved in the experimental setup. Prior to data collection, participants were fully informed about the study’s objectives, procedures, and potential implications, and their consent was sought for using the data for academic and research purposes only. Personal identifiers were anonymized to ensure confidentiality, and all ethical guidelines and regulations were strictly followed throughout the research process. We affirm our commitment to upholding ethical standards and data privacy in this study, and we are willing to provide further details if necessary.