In this study, diagnostic schemes for sea fog and lower atmospheric ducts were established based on the WRF model. Using these schemes, four groups of ten-year continuous simulations were conducted for the Hangzhou Bay area, covering the historical period and three future scenarios, to investigate the spatio-temporal characteristics of lower atmospheric ducts associated with sea fog and their response to changes under differen...