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Assessment of Tool Wear With Insufficient and Unbalanced Data Using Improved Conditional Generative Adversarial Net and High-Quality Optimization Algorithm

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Published in 2023 at "IEEE Transactions on Industrial Electronics"

DOI: 10.1109/tie.2022.3231300

Abstract: The reliability of manufacturing tooling is key for intelligent manufacturing process, which requires accurately online identification of abnormal tool condition. However, in practical applications, insufficient and unbalanced data bring great difficulty for reliable tool wear… read more here.

Keywords: tool; quality; generative adversarial; unbalanced data ... See more keywords