Introduction Ocean wave conditions forecasting is crucial for reducing wave-related disasters and enhancing prevention and mitigation capabilities in China's coastal regions. Methods This study develops a convolutional neural network (CNN) model optimized by a random search algorithm to predict significant wave height (Hs) and mean wave period (Tm). Using SWAN nearshore wave simulation data as input, the model analyzes the imp...