Today there is a big interest in reducing the maintenance costs and in increasing the reliability of machines in continuous operation. Therefore, maintenance on condition is used. State-of-the-art is a trend analysis and a fault prediction made only based on sensor signals and stochastic methods. The identification possibilities of this technique are limited. A new concept for model-based monitoring has been developed for more detailed fault identification. The developed concept determines the condition of a machine after the occurrence of a fault. The concept is based on a simulation including various faults and an optimization tool. The development of a cost function and the optimization is one of the challenges of such a concept. Using an AMB rotor system with an auxiliary bearing, the new concept of model-based monitoring is investigated using experiments and the optimization is discussed in this paper.
- model-based monitoring
Ginzinger, L., Sahinkaya, M. N., Heckmann, B., Keogh, P., & Ulbrich, H. (2011). On the optimization problem of model-based monitoring. Science China-Technological Sciences, 54(5), 1095-1106. https://doi.org/10.1007/s11431-011-4355-7