This direction centers on the research and development (R&D) of data acquisition, intelligent perception, and data semantic interpretation technologies. By constructing efficient perceptual algorithms and data parsing models, it provides technical support for real-time data analytics, abnormal pattern recognition, and data semantic interpretation in infrastructure monitoring scenarios, thereby enhancing the precision and intelligence of evidence-based monitoring decision-making.