Stern tube seals are a type of rotary lip seals used in the propulsion system of ships. These large-sized elastomeric components are placed at both ends of the stern tube of a ship preventing the lubricant spillage to the environment while, at the same time, avoiding the entrainment of seawater to the stern tube. The ideal leakless situation does not occur and, in reality, a continuous amount of lubricant is discharged to the ocean. The continuous spillage of lubricant is normalized in the marine industry and it is typically referred as the stern tube consumption. To limit the environmental impact of the oil, new legislations replaced the traditionally-used mineral oil-based lubricants for less environmentally harmful products, i.e. the Environmentally Acceptable Lubricants (EALs). However, these lubricants have brought all sorts of issues with the already existing stern tube system of a ship, especially the stern tube seals. The investigation conducted aimed to shed some light on the operation of the stern tube seals in combination with these greener lubricants. This project was divided in three parts: the data collection, the modelling and the validation. I would like to start with the people who tricked me into this adventure: Andreas Almqvist from the Luleå University of Technology for engaging me in the world of tribology back in 2012. Anders Lundgren, Andreas Bamueller, Per Eskilson, Ola Rolandson, Pontus Wettrell and Robin Wilson for encouraging me to take a PhD.