Mashrura Musharraf

Mashrura Musharraf

Assistant Professor
Assistant Professor
T212 Department of Energy and Mechanical Engineering

I am an assistant professor of Marine Technology. My research interest is in applying data mining, machine learning, and AI techniques to build and deploy human-centered systems and solutions and create a safer marine industry. With the successful demonstration of the world’s first fully autonomous ferry, it is anticipated that ship intelligence will continue to reshape the maritime industry in the coming years. While decision-making by autonomous systems is somewhat straightforward for local vessel operations, it would be fairly complex for ocean-going ships in harsh conditions. For marine operations in ice, optimized task performance is not the only issue, rather auxiliary criteria such as safety and reliability are equally important. As the foundations for futuristic ships are being set, my research aims to acknowledge the importance of interpretability and transparency of the AI algorithms that would replace or support the limited crew on board.

Full researcher profile
https://research.aalto.fi/...

Research groups

  • Marine and Arctic Technology, Assistant Professor

Publications

A perspective on component-level digital twins for surface marine propulsion system health monitoring: need and feasibility

Mihiran Galagedarage Don, Ghazanfar Mehdi, Riku Ala-Laurinaho, Mikko Suominen, Mashrura Musharraf, Osiris A. Valdez Banda, Junhe Lian, Amin Etminan, Ossi Kaario, Sven Bossuyt, Pedro Vilaça 2026 Digital Twin

Explainable Decision Support for Icebreaker Assistance Estimation

Cong Liu, Sibghat Asad, Mashrura Musharraf 2026 Advances in Human Factors of Transportation

Designing for Analytical Reasoning in the Age of AI: Instructional Design in a Marine Data Analysis Course

Mashrura Musharraf, Mahsa Khorasani, Adanna Okonkwo, Maija Taka 2026 Proceedings of the 54th Annual Conference of the European Society for Engineering Education: Engineering and Society

Data-driven assessment of factors influencing power consumption of hotel systems onboard passenger ship

Adanna Okonkwo, Mikko Suominen, Jani Romanoff, Mashrura Musharraf 2026 Journal of Marine Engineering and Technology

Data-Driven Modelling for Battery Retrofit Feasibility Assessment of Auxiliary Loads on Short-Route Ferries

Adanna Okonkwo, Sibghat Asad, Mikko Suominen, Jani Romanoff, Mashrura Musharraf 2026 2026 IEEE Power and Energy Society General Meeting, PESGM 2026

Energy consumption optimization of ship ventilation system using hybrid Extreme gradient boosting and chimp Algorithm

Adanna Okonkwo, Mikko Suominen, Jani Romanoff, Mashrura Musharraf 2026 Energy

Special Issue on Maritime Transport

Erik Vanem, Jani Romanoff, Mashrura Musharraf, Jonas W. Ringsberg, Lance Manuel 2026 Journal of Offshore Mechanics and Arctic Engineering

Comparative Analysis of Ice Datasets to Inform Decision Support Models for Winter Navigation

Victor Garcia Pizarro, Cong Liu, Marek Muchow, Mashrura Musharraf 2025 Ocean Engineering; Polar and Arctic Sciences and Technology