“In this passage, experts utilized Sentinel-1 SAR data, introduced polarization feature parameters, and constructed a joint inversion model for wave and wind field parameters under medium to high sea conditions based on SVR and CNN algorithms, significantly improving inversion accuracy and providing a new solution for marine environment research.”