Skip to main content
Top

2020 | OriginalPaper | Chapter

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

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

Published in: Intelligent Technologies and Applications

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

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.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
2.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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.
go back to reference 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
Metadata
Title
An Intelligent Approach to Detect Actuator Signal Errors Based on Remnant Filter
Authors
Naveed Riaz
Syed Irtiza Ali Shah
Faisal Rehman
Syed Omer Gilani
Emad-udin
Copyright Year
2020
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-5232-8_58

Premium Partner