FaultGPT represents a breakthrough in industrial fault diagnosis by combining multimodal data analysis with large language model capabilities to generate comprehensive diagnostic reports for complex mechanical systems.

• Overcomes limitations of single-modality approaches by integrating multiple data sources
• Generates detailed fault diagnosis reports with higher accuracy than traditional methods
• Designed specifically for complex mechanical systems where single-data sources are insufficient
• Demonstrates practical applications in manufacturing maintenance and equipment reliability

This innovation significantly advances engineering maintenance strategies by enabling more accurate and efficient fault detection, potentially reducing downtime and maintenance costs in industrial settings.

FaultGPT: Industrial Fault Diagnosis Question Answering System by Vision Language Models