4.7 Article

Research on online monitoring technology for transmission tower bolt looseness

Journal

MEASUREMENT
Volume 223, Issue -, Pages -

Publisher

ELSEVIER SCI LTD
DOI: 10.1016/j.measurement.2023.113703

Keywords

Operational modal analysis; Data cleansing; 1D CNN; Sensor information fusion; Online monitoring of tower bolt looseness

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This article proposes a method for diagnosing tower bolt looseness without human intervention. It reduces the influence of background noise through data cleaning and data fusion. Additionally, the intelligent feature recognition based on an improved 1DCNN algorithm improves the monitoring accuracy and speed significantly. The method has been validated through dynamic response tests and provides a new approach for online monitoring of tower bolt looseness.
Minor damages such as tower bolt looseness are difficult to detect through manual inspections. Operational modal analysis plays an important role in the online monitoring of transmission tower structure safety. However, the traditional analysis methods select feature parameters manually, and the deviation generated will directly affect the estimation accuracy of structural modal parameters. This article proposes a method for diagnosing tower bolt looseness without human intervention. This method can reduce the influence of background noise greatly through data cleaning and data fusion. Besides, the intelligent feature recognition of vibration acceleration time-domain signals based on an improved 1DCNN algorithm can improve the monitoring accuracy and speed significantly. The effectiveness of the method has been validated by conducting dynamic response tests on a 110KV transmission tower under different bolt loosening conditions. In the end, an online monitoring technology for transmission towers bolt looseness has been developed and successfully applied to the Guangdong power grid. The results show that this method has high identification accuracy and provides a new approach for online monitoring of tower bolt looseness.

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