معرفی
Mashrura Musharraf is an Assistant Professor in the Department of Energy and Mechanical Engineering at Aalto University, specializing in Marine Technology. Her research focuses on integrating data mining, machine learning, and AI into human-centered systems to enhance maritime safety, particularly for autonomous and icebreaker-assisted vessels.
Her work addresses the complexities of decision-making in harsh environments, emphasizing the interpretability of AI algorithms for autonomous ships and the role of human factors in winter navigation. Recent projects include predicting icebreaker assistance needs, analyzing crew behavior, and optimizing maritime operations under environmental regulations.
Her publications span topics like ensemble ML models, explainable AI for autonomous vessels, and data-driven strategies for ice-covered waters. Collaborations with researchers such as Cong Liu and Pentti Kujala highlight her interdisciplinary approach to Arctic and maritime challenges.
Musharraf contributes to research groups focused on Marine and Arctic Technology, aiming to bridge gaps between automation and human reliability in offshore emergencies through simulator data and Bayesian networks.
