A novel data condition and performance hybrid imputation method for energy efficient operations of marine systems

M Cheliotis, C Gkerekos, I Lazakis, G Theotokatos - Ocean Engineering, 2019 - Elsevier
Datasets with missing values can adversely affect the accuracy of any subsequent decision
making, for instance in condition-and performance-monitoring for energy efficient operations …

A comparative investigation of data-driven approaches based on one-class classifiers for condition monitoring of marine machinery system

Y Tan, H Tian, R Jiang, Y Lin, J Zhang - Ocean Engineering, 2020 - Elsevier
The safety and reliability of ship navigation depend heavily on the performance of the
marine machinery system, which can be maintained at a high level by condition based …

A one-class SVM based approach for condition-based maintenance of a naval propulsion plant with limited labeled data

Y Tan, C Niu, H Tian, L Hou, J Zhang - Ocean Engineering, 2019 - Elsevier
Maintenance of the main propulsion system is an important part of ship operation, whose
costs account for the most of the costs of ship machinery maintenance. Related literature has …

[HTML][HTML] A real-time data-driven framework for the identification of steady states of marine machinery

C Velasco-Gallego, I Lazakis - Applied Ocean Research, 2022 - Elsevier
While maritime transportation is the primary means of long-haul transportation of goods to
and from the EU, it continues to present a significant number of casualties and fatalities …

Importance of early fault diagnosis for marine diesel engines: a case study on efficiency management and environment

Ç Karatuğ, Y Arslanoğlu - Ships and Offshore Structures, 2022 - Taylor & Francis
The efficient management of marine vessels ensures that ships could operate smoothly and
navigate at the most efficient level. Thus, the environmentally friendly voyage realises with …

Complex decay prediction of marine machinery using multilabel SVM

Y Tan, H Tian, F Xu, D Jiang, R Jiang, Y Lin… - Journal of Ship …, 2022 - onepetro.org
In this article, a multilabel support vector machine (SVM)-based approach is investigated to
address the simultaneous decay detection of the marine propulsion system. To verify the …

A compound novel data-driven and reliability-based predictive maintenance framework for ship machinery systems

MF Cheliotis - 2020 - stax.strath.ac.uk
Ship** is a major driving force of the global economy, as seen by the 90% of the volume of
the yearly trade transported by ships. As a result, ship** has a significant financial …