Chenyang Liu

Vibration-Language Model for Fault Diagnosis with Numerically Reliable Evidence

Fault diagnosis methods for mechanical equipment should not only identify fault categories but also provide verifiable diagnostic evidence. Existing deep learning models usually output only labels or confidence scores, making it difficult to estab-lish an interpretable diagnostic reasoning process. Large language model...