TY - GEN N2 - In the present paper, the potential of using ship sensor data for achieving smart maintenance of naval ships is discussed. In modern ships, a lot of installations and equipment contain sensors that monitor and register the operation of these systems. This work will exemplify the value of the (long term) collection and analysis of sensor data. This will mainly focus on assessing the present performance or condition of systems and the detection of faults or failures, but also on the longer term ambition of predicting upcoming failures. The theoretical benefits of sensor data are checked against a real case study of a naval ship sea cooling water system. Different scenarios with increasing amounts of sensors are compared, and the importance of domain and system knowledge is discussed. AB - In the present paper, the potential of using ship sensor data for achieving smart maintenance of naval ships is discussed. In modern ships, a lot of installations and equipment contain sensors that monitor and register the operation of these systems. This work will exemplify the value of the (long term) collection and analysis of sensor data. This will mainly focus on assessing the present performance or condition of systems and the detection of faults or failures, but also on the longer term ambition of predicting upcoming failures. The theoretical benefits of sensor data are checked against a real case study of a naval ship sea cooling water system. Different scenarios with increasing amounts of sensors are compared, and the importance of domain and system knowledge is discussed. AD - Netherlands Defence Academy AD - University of Twente, Faculty of Engineering Technology, AD - Netherlands Defence Academy T1 - Using ship sensor data to achieve smart maintenance? DA - 2020-10-05 AU - Rijsdijk, C AU - Alves da Silveira, NN AU - Tinga, T L1 - https://library.imarest.org/record/7688/files/INEC_2020_Paper_75.pdf JF - Conference Proceedings of INEC VL - INEC 2020 PY - 2020-10-05 ID - 7688 L4 - https://library.imarest.org/record/7688/files/INEC_2020_Paper_75.pdf KW - sensor data KW - data analytics KW - diagnostics KW - prognostics KW - reliability TI - Using ship sensor data to achieve smart maintenance? Y1 - 2020-10-05 L2 - https://library.imarest.org/record/7688/files/INEC_2020_Paper_75.pdf LK - https://www.imarest.org/events/inec-2020 LK - https://library.imarest.org/record/7688/files/INEC_2020_Paper_75.pdf UR - https://www.imarest.org/events/inec-2020 UR - https://library.imarest.org/record/7688/files/INEC_2020_Paper_75.pdf ER -