Skip to main content

2020 | OriginalPaper | Buchkapitel

An Intelligent Approach to Detect Actuator Signal Errors Based on Remnant Filter

verfasst von : Naveed Riaz, Syed Irtiza Ali Shah, Faisal Rehman, Syed Omer Gilani, Emad-udin

Erschienen in: Intelligent Technologies and Applications

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Linear electro-mechanical actuators are commonly found in a variety of critical dynamic systems including hazardous robotic applications and various aerospace applications, and are specifically designed on the basis of required operating functional parameters. The performance of electro-mechanical actuators significantly affects the performance of overall system. This paper works to improve the reliability of linear electro-mechanical actuators through analytical redundancy for critical applications. A fault diagnostic algorithm is designed based on dynamic mathematical model and a remnant filter is implemented to detect actuator faults. The remnant filter generates residual signal proportional to the induced fault. Fault detection thresholds are set and decision logic is established to compare residual signal with the lower and upper threshold constants. This designed diagnostic filter is tested experimentally on a fault diagnostic testing setup and results of designed model have been validated.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
2.
Zurück zum Zitat Yeh, Y.: Triple-triple redundant 777 primary flight computer. In: Proceedings on the 1996 Aerospace Applications Conference, pp. 293–307 (1996) Yeh, Y.: Triple-triple redundant 777 primary flight computer. In: Proceedings on the 1996 Aerospace Applications Conference, pp. 293–307 (1996)
3.
Zurück zum Zitat Chen, J., Patton, R.: Robust Model-Based Fault Diagnosis for Dynamic Systems. Kluwer academic Publishers, Boston (1999)CrossRef Chen, J., Patton, R.: Robust Model-Based Fault Diagnosis for Dynamic Systems. Kluwer academic Publishers, Boston (1999)CrossRef
4.
Zurück zum Zitat Gertler, J.: Fault Detection and Diagnosis in Engineering Systems. Marcel Dekker Inc., New York (1998) Gertler, J.: Fault Detection and Diagnosis in Engineering Systems. Marcel Dekker Inc., New York (1998)
5.
Zurück zum Zitat Frank, P.: Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy-a survey and some new results. Automatica 26(3), 459–474 (1990)MathSciNetCrossRef Frank, P.: Fault diagnosis in dynamic systems using analytical and knowledge-based redundancy-a survey and some new results. Automatica 26(3), 459–474 (1990)MathSciNetCrossRef
6.
Zurück zum Zitat Pandita, R., Bokor, J., Balas, G.: Closed-loop performance metrics for fault detection and isolation filter and controller interaction. Int. J. Robust Nonlinear Control 23, 419–438 (2013)MathSciNetMATH Pandita, R., Bokor, J., Balas, G.: Closed-loop performance metrics for fault detection and isolation filter and controller interaction. Int. J. Robust Nonlinear Control 23, 419–438 (2013)MathSciNetMATH
7.
Zurück zum Zitat Freeman, P., Pandita, R., Srivatsava, N., Balas, G.: Model-based and data-driven fault detection performance for a small UAV. IEEE/ASME Trans. Mechatron. 18, 1300–1309 (2013)CrossRef Freeman, P., Pandita, R., Srivatsava, N., Balas, G.: Model-based and data-driven fault detection performance for a small UAV. IEEE/ASME Trans. Mechatron. 18, 1300–1309 (2013)CrossRef
8.
Zurück zum Zitat Ma, L., Zhang, Y.: DUKF-based GTM UAV fault detection and diagnosis with nonlinear and LPV models. In: IEEE/ASME International Conference on Mechatronics and Embedded Systems and Applications (MESA), pp. 375–380 (2010) Ma, L., Zhang, Y.: DUKF-based GTM UAV fault detection and diagnosis with nonlinear and LPV models. In: IEEE/ASME International Conference on Mechatronics and Embedded Systems and Applications (MESA), pp. 375–380 (2010)
9.
Zurück zum Zitat Bateman, F., Noura, H., Ouladsine, M.: Actuators fault diagnosis and tolerant control for an unmanned aerial vehicle. In: 16th IEEE International Conference on Control Applications (2007) Bateman, F., Noura, H., Ouladsine, M.: Actuators fault diagnosis and tolerant control for an unmanned aerial vehicle. In: 16th IEEE International Conference on Control Applications (2007)
10.
Zurück zum Zitat Yang, X., Warren, M., Arain, B., Upcroft, B., Gonzalez, F., Mejias, L.: A UKF-based estimation strategy for actuator fault detection of UASs. In: 2013 International Conference on Unmanned Aircraft Systems (ICUAS), USA, pp. 516–525 (2013) Yang, X., Warren, M., Arain, B., Upcroft, B., Gonzalez, F., Mejias, L.: A UKF-based estimation strategy for actuator fault detection of UASs. In: 2013 International Conference on Unmanned Aircraft Systems (ICUAS), USA, pp. 516–525 (2013)
11.
Zurück zum Zitat Zolghadri, A.: The challenge of advanced model-based FDIR techniques for aerospace systems: the 2011 situation. In: Proceedings of 4th European Conference for Aerospace Sciences (2011) Zolghadri, A.: The challenge of advanced model-based FDIR techniques for aerospace systems: the 2011 situation. In: Proceedings of 4th European Conference for Aerospace Sciences (2011)
12.
Zurück zum Zitat Goupil, P.: AIRBUS state of the art and practices on FDI and FTC. Control Eng. Pract. 19, 524–539 (2011)CrossRef Goupil, P.: AIRBUS state of the art and practices on FDI and FTC. Control Eng. Pract. 19, 524–539 (2011)CrossRef
13.
Zurück zum Zitat Vanek, B., Edelmayer, A., Szab, Z., Bokor, J.: Bridging the gap between theory and practice in LPV fault detection for flight control actuators. Control Eng. Pract. 31, 171–182 (2014)CrossRef Vanek, B., Edelmayer, A., Szab, Z., Bokor, J.: Bridging the gap between theory and practice in LPV fault detection for flight control actuators. Control Eng. Pract. 31, 171–182 (2014)CrossRef
14.
Zurück zum Zitat Varga, A., Ossmann, D.: LPV-techniques based robust diagnosis of flight actuator faults. Control Eng. Pract. 31, 135–147 (2014)CrossRef Varga, A., Ossmann, D.: LPV-techniques based robust diagnosis of flight actuator faults. Control Eng. Pract. 31, 135–147 (2014)CrossRef
15.
Zurück zum Zitat Reti, I., Lukatsi, M., Vanek, B., Gozse, I., Bakos, A., Bokor, J.: Smart mini actuators for safety critical unmanned aerial vehicles. In: Proceedings of 2nd Conference on Control and Fault-Tolerant Systems (SysTol 2013), pp. 474–479 (2013) Reti, I., Lukatsi, M., Vanek, B., Gozse, I., Bakos, A., Bokor, J.: Smart mini actuators for safety critical unmanned aerial vehicles. In: Proceedings of 2nd Conference on Control and Fault-Tolerant Systems (SysTol 2013), pp. 474–479 (2013)
16.
Zurück zum Zitat Lie, F., Dorobantu, A., Taylor, B., Gebre-Egziabher, D., Seiler, P., Balas, G.: An airborne experimental test platform: from theory to flight (part 2). In: InsideGNSS, pp. 40–47, May/June 2014 Lie, F., Dorobantu, A., Taylor, B., Gebre-Egziabher, D., Seiler, P., Balas, G.: An airborne experimental test platform: from theory to flight (part 2). In: InsideGNSS, pp. 40–47, May/June 2014
17.
Zurück zum Zitat Freeman, P., Balas, G.: Actuation failure modes and effects analysis for a small UAV. In: American Control Conference (ACC), pp. 1292–1297 (2014) Freeman, P., Balas, G.: Actuation failure modes and effects analysis for a small UAV. In: American Control Conference (ACC), pp. 1292–1297 (2014)
18.
Zurück zum Zitat Owens, D., Cox, D., Morelli, E.: Development of a low-cost sub-scale aircraft for flight research: the FASER project. In: 25th AIAA Aerodynamic Measurement Technology and Ground Testing Conference, June 2006 Owens, D., Cox, D., Morelli, E.: Development of a low-cost sub-scale aircraft for flight research: the FASER project. In: 25th AIAA Aerodynamic Measurement Technology and Ground Testing Conference, June 2006
19.
Zurück zum Zitat Lie, F., Dorobantu, A., Taylor, B., Gebre-Egziabher, D., Seiler, P., Balas, G.: An airborne experimental test platform: from theory to flight (part 1). In: InsideGNSS, pp. 44–58, March/April 2014 Lie, F., Dorobantu, A., Taylor, B., Gebre-Egziabher, D., Seiler, P., Balas, G.: An airborne experimental test platform: from theory to flight (part 1). In: InsideGNSS, pp. 44–58, March/April 2014
20.
Zurück zum Zitat Gertler, J.: Analytical redundancy methods in fault detection and isolation. In: IFAC/IMACS Symposium on Fault Detection, Supervision and Safety for Technical Processes SAFEPROCESS, pp. 9–21 (1991) Gertler, J.: Analytical redundancy methods in fault detection and isolation. In: IFAC/IMACS Symposium on Fault Detection, Supervision and Safety for Technical Processes SAFEPROCESS, pp. 9–21 (1991)
22.
Zurück zum Zitat Frisk, E., Nyberg, M.: A minimal polynomial basis solution to residual generation for fault diagnosis in linear systems. Automatica 37, 1417–1424 (2001)CrossRef Frisk, E., Nyberg, M.: A minimal polynomial basis solution to residual generation for fault diagnosis in linear systems. Automatica 37, 1417–1424 (2001)CrossRef
Metadaten
Titel
An Intelligent Approach to Detect Actuator Signal Errors Based on Remnant Filter
verfasst von
Naveed Riaz
Syed Irtiza Ali Shah
Faisal Rehman
Syed Omer Gilani
Emad-udin
Copyright-Jahr
2020
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5232-8_58