Our research innovatively explores the intersection of artificial intelligence (AI), emotion recognition, and maritime operations, focusing on enhancing safety and efficiency in the shipping industry through the quantification of human factors. By leveraging cutting-edge technologies such as facial micro-expression analysis and speech emotion recognition, our work aims to identify and mitigate the effects of stress,…