Cong Liu

Doctoral Researcher
Doctoral Researcher
T212 Mechanical Engineering
Full researcher profile


  • Marine and Arctic Technology, Doctoral Researcher


On the data-driven investigation of factors affecting the need for icebreaker assistance in ice-covered waters

Cong Liu, Ketki Kulkarni, Mikko Suominen, Pentti Kujala, Mashrura Musharraf 2024 Cold Regions Science and Technology

A big data analytics method for the evaluation of maritime traffic safety using automatic identification system data

Quandang Ma, Huan Tang, Cong Liu, Mingyang Zhang, Dingze Zhang, Zhao Liu, Liye Zhang 2024 OCEAN AND COASTAL MANAGEMENT

A hybrid deep learning method for the prediction of ship time headway using automatic identification system data

Quandang Ma, Xu Du, Cong Liu, Yuting Jiang, Zhao Liu, Zhe Xiao, Mingyang Zhang 2024 Engineering Applications of Artificial Intelligence

A kinematic model for collaborative icebreaker convoy operations in ice-covered waters

Weibin Zhang, Ye Xiao, Cong Liu, Mingyang Zhang, Long Wang, Luqi Feng 2024 Ocean Engineering

Decision-support for winter navigation operations

Ketki Kulkarni, Mashrura Musharraf, Cong Liu, Pentti Kujala 2023

Factor analysis of icebreaker assistance operation for ice-going ships in the Baltic Sea

Cong Liu, Ketki Kulkarni, Mashrura Musharraf, Pentti Kujala 2023 Proceedings of the International Conference on Port and Ocean Engineering under Arctic Conditions, POAC

Navigation modes classification using a machine learning method

Cong Liu, Mashrura Musharraf, Ketki Kulkarni 2023

System-Level Simulation of Maritime Traffic in Northern Baltic Sea

Ketki Kulkarni, Fang Li, Cong Liu, Mashrura Musharraf, Pentti Kujala 2022 Proceedings of the 2022 Winter Simulation Conference, WSC 2022


Cong Liu, Mashrura Musharraf, Jarkko Toivola, Pentti Kujala 2022 Polar and Arctic Sciences and Technology