3 papers
cs.LG2020
Prediction of MRI Hardware Failures based on Image Features using Time Series Classification
Nadine Kuhnert, Lea Pflüger, Andreas Maier
Already before systems malfunction one has to know if hardware components will fail in near future in order to counteract in time. Thus, unplanned downtime is ought to be avoided.…
cs.LG2020
Flexible Log File Parsing using Hidden Markov Models
Nadine Kuhnert, Andreas Maier
We aim to model unknown file processing. As the content of log files often evolves over time, we established a dynamic statistical model which learns and adapts processing and pars…
eess.IV2020
Prediction of MRI Hardware Failures based on Image Features using Ensemble Learning
Nadine Kuhnert, Lea Pflüger, Andreas Maier
In order to ensure trouble-free operation, prediction of hardware failures is essential. This applies especially to medical systems. Our goal is to determine hardware which needs t…