Abstract:Affected by source characteristics and propagation channels, the quality of ship-radiated noise data collected by military vessels varies significantly. How to standardize, efficiently, and reliably assess the quality of such data has become an urgent problem to be solved. To address this issue, this paper investigates a ship-radiated noise data quality evaluation system. Based on the composition of ship-radiated noise data, objective evaluation factors are identified, key evaluation metrics are selected, and a hierarchical data quality evaluation framework is constructed. Furthermore, a ship-radiated noise data quality evaluation system is developed. Test results demonstrate that the system enables quantitative assessment of ship-radiated noise data quality and achieves automatic data filtering and classification. This work holds significant value for underwater acoustic data compilation and target recognition research.