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In the field of fault diagnosis, support vector data description is a commonly used method. This method involves the use of numerous annotations and references to accurately diagnose faults. Support vector data description is a powerful tool that has been widely studied and applied in numerous research fields. Researchers have conducted extensive studies on this method and have established it as a reliable method for fault diagnosis. In addition to its accuracy, support vector data description is also known for its ability to handle large amounts of data efficiently. With its many benefits and applications, support vector data description is an invaluable tool for fault diagnosis.