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An Extended Kalman Filter for temperature monitoring of a metal-polymer hybrid fibre based heater structure

Authors :
Philipp Leuffert
Benedikt Haus
Manuel Schimmack
Paolo Mercorelli
Source :
AIM, Schimmack, M, Haus, B, Leuffert, P & Mercorelli, P 2017, An extended kalman filter for temperature monitoring of a metal-polymer hybrid fibre based heater structure . in 2017 IEEE International Conference on Advanced Intelligent Mechatronics (AIM) . IEEE International Conference, Institute of Electrical and Electronics Engineers Inc., pp. 376-381, IEEE International Conference on Advanced Intelligent Mechatronics 2017, München, Germany, 03.07.17 . DOI: 10.1109/AIM.2017.8014046, Schimmack, M, Haus, B, Leuffert, P & Mercorelli, P 2017, An extended kalman filter for temperature monitoring of a metal-polymer hybrid fibre based heater structure . in 2017 IEEE International Conference on Advanced Intelligent Mechatronics (AIM) . IEEE International Conference, IEEE-Institute of Electrical and Electronics Engineers Inc., pp. 376-381, IEEE International Conference on Advanced Intelligent Mechatronics 2017, München, Germany, 03.07.17 . https://doi.org/10.1109/AIM.2017.8014046
Publication Year :
2017
Publisher :
IEEE, 2017.

Abstract

In this paper an Extended Kalman Filter (EKF) is used as an observer for temperature monitoring, like a virtual sensor, of a metal-polymer fibre based heater structure. Metal-coated polymers are relevant for the realisation of smart systems (capable of both sensing and actuating). A real-time implementation of the temperature estimator is important to guarantee a gentle, fault-free operation of the heater and to reject disturbances. It can be used to control the resulting temperature without a direct measurement or to guarantee the users' safety by reacting to overheating. An estimation strategy is necessary because for normal operation in the real world, measurements of the temperature are usually not available, but it is important to know it in order to implement health monitoring algorithms or to do a safe shutdown if necessary. Simulations justify the observation strategy while measurements validate the utilized model.

Details

Database :
OpenAIRE
Journal :
2017 IEEE International Conference on Advanced Intelligent Mechatronics (AIM)
Accession number :
edsair.doi.dedup.....6ea2702311723b9d1edaa47bb1bb017a
Full Text :
https://doi.org/10.1109/aim.2017.8014046