Asme Format Citation -

Predictive Maintenance, Artificial Intelligence, Industry 4.0, Manufacturing, Machine Learning.

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

ASME uses a numbered citation style. References are numbered in the order they appear in the text, and the same number is used each time that source is cited. Predictive Maintenance, Artificial Intelligence, Industry 4

[Ref #] Author, A. A., Year, "Title of Article," Abbr. Journal Title , (Issue), pp. range. This leads to class imbalance, where the model

The is a numbered system where references are cited in the text using bracketed numbers and then listed numerically at the end of the document. It primarily follows the Chicago Manual of Style format. 1. In-Text Citations

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