This paper presents an innovative AI-based approach to estimate vessel sailing times in port surroundings. Leveraging historical vessel data. including ship characteristics and weather conditions. the model employs preprocessing techniques to enhance accuracy. https://jalyttlers.shop/product-category/diary/