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Example: The heat transfer coefficient was calculated as shown by Jones [3]. Recent studies [4, 5] confirm this trend.

AI models, particularly deep learning architectures, require vast amounts of training data. However, in industrial settings, failure events are rare. This leads to class imbalance, where the model is trained on an abundance of "healthy" data but lacks sufficient "failure" data to learn from. Techniques such as data augmentation and synthetic data generation are being researched to mitigate this issue [8]. asme format citation

References must be numbered sequentially in the order they first appear in the text. : Use bracketed numbers, such as [1] or [2] . Multiple Sources : Separate two references with a comma: [1, 2] . Example: The heat transfer coefficient was calculated as

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