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This article discusses the advancements in machine condition monitoring and its application in predictive maintenance and health and usage monitoring systems. It highlights the use of advanced signal processing techniques and machine learning algorithms, along with high-tech sensors and processing capabilities, in improving the efficiency and effectiveness of rotating machines.