“The fusion of optical and SAR remote sensing is used to monitor urban elements, and AI technology enhances multimodal fusion capabilities. The expert system analyzed more than 900 literature from 2001 to 2025, revealing the research context and challenges, providing scientific basis and decision support for urban safety and sustainable development.”