To Örebro University

We introduce an approach for predicting the behaviour of a ma-chine during a production cycle. Typical data analysis methods as-sume that continuous behaviour is (fully) observed. This assump-tion is unrealistic as monitored machines are often interrupted andrestarted at irregular points in time. We study the resulting problem,propose a solution and report on a use-case in wire drawing.