Progress in Industrial Mathematics at ECMI 2018 pp 597-603 | Cite as
Uncertainty Quantification for Real-Time Operation of Electromagnetic Actuators
Conference paper
First Online:
Abstract
Model-based approach to fault detection of the linear electromagnetic actuators is proposed and validated in the framework of the electromagnetic actuator in the bistable valve operation. The forward uncertainty propagation for the nonlinear mathematical model is performed to determine the probability of faultless operation under aleatoric and epistemic uncertainties. A basic technique is then proposed to make a decision on occurred fault.
Notes
Acknowledgements
This research has been supported by the Ministry of Education, Youth and Sports of the Czech Republic under the project LO1607 and by the University of West Bohemia under the project SGS-2018-043.
References
- 1.Albert, J., Banucu, R., Hafla, W., Rucker, W.: Simulation based development of a valve actuator for alternative drives using BEM-FEM code. IEEE Trans. Magn. 45(3), 1744–1747 (2009)CrossRefGoogle Scholar
- 2.Ando, R., Koizumi, M., Ishikawa, T.: Development of a simulation method for dynamic characteristics of fuel injector. IEEE Trans. Magn. 37(5), 3715–3718 (2001)CrossRefGoogle Scholar
- 3.Davey, K.R.: Latin hypercube sampling and pattern search in magnetic field optimization problems. IEEE Trans. Magn. 44(6), 974–977 (2008)CrossRefGoogle Scholar
- 4.Davey, K.R.: Latin hypercube sampling with multidimensional uniformity. J. Stat. Plan. Inf. 142(3), 763–772 (2012)MathSciNetCrossRefGoogle Scholar
- 5.Guasp, M.R., Daviu, J.A., Capolino, G.A.: Advances in electrical machine, power electronic, and drive condition monitoring and fault detection: state of the art. IEEE Trans. Ind. Electr. 62(3), 1746–1759 (2015)CrossRefGoogle Scholar
- 6.Karban, P., Mach, F., Kůs, P.: Numerical solution of coupled problems using code Agros2D. Computing 95(1), 381–408 (2013)MathSciNetCrossRefGoogle Scholar
- 7.Mach, F., Kurfiřt, M., Doležel, I.: Bistable fully electromagnetic valve for high-speed and fail-safe operations. IEEE Trans. Ind. Electr. 66(1), 349–357 (2019)CrossRefGoogle Scholar
- 8.Mercorelli P.: A two-stage sliding-mode high-gain observer to reduce uncertainties and disturbances effects for sensorless control in automotive applications. IEEE Trans. Ind. Electr. 62(9), 5929–5940 (2015)CrossRefGoogle Scholar
Copyright information
© Springer Nature Switzerland AG 2019