Skip to main content

2016 | OriginalPaper | Buchkapitel

Health Monitoring of a Planetary Rover Using Hybrid Particle Petri Nets

verfasst von : Quentin Gaudel, Pauline Ribot, Elodie Chanthery, Matthew J. Daigle

Erschienen in: Application and Theory of Petri Nets and Concurrency

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

This paper focuses on the application of a Petri Net-based diagnosis method on a planetary rover prototype. The diagnosis is performed by using a model-based method in the context of health management of hybrid systems. In system health management, the diagnosis task aims at determining the current health state of a system and the fault occurrences that lead to this state. The Hybrid Particle Petri Nets (HPPN) formalism is used to model hybrid systems behavior and degradation, and to define the generation of diagnosers to monitor the health states of such systems under uncertainty. At any time, the HPPN-based diagnoser provides the current diagnosis represented by a distribution of beliefs over the health states. The health monitoring methodology is demonstrated on the K11 rover. A hybrid model of the K11 is proposed and experimental results show that the approach is robust to real system data and constraints.

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
1.
Zurück zum Zitat Balaban, E., Narasimhan, S., Daigle, M.J., Roychoudhury, I., Sweet, A., Bond, C., Celaya, J.R., Gorospe, G.: Development of a mobile robot test platform and methods for validation of prognostics-enabled decision making algorithms. Int. J. Prognostics Health Manag. 4(006), 1–19 (2013) Balaban, E., Narasimhan, S., Daigle, M.J., Roychoudhury, I., Sweet, A., Bond, C., Celaya, J.R., Gorospe, G.: Development of a mobile robot test platform and methods for validation of prognostics-enabled decision making algorithms. Int. J. Prognostics Health Manag. 4(006), 1–19 (2013)
2.
Zurück zum Zitat Basile, F., Chiacchio, P., Tommasi, G.D.: Fault diagnosis and prognosis in Petri Nets by using a single generalized marking estimation. In: 7th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, Spain (2009) Basile, F., Chiacchio, P., Tommasi, G.D.: Fault diagnosis and prognosis in Petri Nets by using a single generalized marking estimation. In: 7th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, Spain (2009)
3.
Zurück zum Zitat Bayoudh, M., Travé-Massuyes, L., Olive, X.: Hybrid systems diagnosis by coupling continuous and discrete event techniques. In: IFAC World Congress, Korea, pp. 7265–7270 (2008) Bayoudh, M., Travé-Massuyes, L., Olive, X.: Hybrid systems diagnosis by coupling continuous and discrete event techniques. In: IFAC World Congress, Korea, pp. 7265–7270 (2008)
4.
Zurück zum Zitat Cabasino, M.P., Giua, A., Seatzu, C.: Diagnosability of discrete-event systems using labeled Petri Nets. IEEE Trans. Autom. Sci. Eng. 11(1), 144–153 (2014)CrossRef Cabasino, M.P., Giua, A., Seatzu, C.: Diagnosability of discrete-event systems using labeled Petri Nets. IEEE Trans. Autom. Sci. Eng. 11(1), 144–153 (2014)CrossRef
5.
Zurück zum Zitat Chanthery, E., Ribot, P.: An integrated framework for diagnosis and prognosis of hybrid systems. In: 3rd Workshop on Hybrid Autonomous System, Italy (2013) Chanthery, E., Ribot, P.: An integrated framework for diagnosis and prognosis of hybrid systems. In: 3rd Workshop on Hybrid Autonomous System, Italy (2013)
6.
Zurück zum Zitat Daigle, M., Roychoudhury, I., Bregon, A.: Qualitative event-based diagnosis applied to a spacecraft electrical power distribution system. Control Eng. Pract. 38, 75–91 (2015)CrossRef Daigle, M., Roychoudhury, I., Bregon, A.: Qualitative event-based diagnosis applied to a spacecraft electrical power distribution system. Control Eng. Pract. 38, 75–91 (2015)CrossRef
7.
Zurück zum Zitat Daigle, M., Roychoudhury, I., Bregon, A.: Integrated diagnostics and prognostics for the electrical power system of a planetary rover. In: Annual Conference of the PHM Society, USA (2014) Daigle, M., Roychoudhury, I., Bregon, A.: Integrated diagnostics and prognostics for the electrical power system of a planetary rover. In: Annual Conference of the PHM Society, USA (2014)
8.
Zurück zum Zitat Daigle, M., Sankararaman, S., Kulkarni, C.S.: Stochastic prediction of remaining driving time and distance for a planetary rover. In: IEEE Aerospace Conference (2015) Daigle, M., Sankararaman, S., Kulkarni, C.S.: Stochastic prediction of remaining driving time and distance for a planetary rover. In: IEEE Aerospace Conference (2015)
9.
Zurück zum Zitat Gaudel, Q., Chanthery, E., Ribot, P., Le Corronc, E.: Hybrid systems diagnosis using modified particle Petri Nets. In: 25th International Workshop on Principles of Diagnosis, Austria (2014) Gaudel, Q., Chanthery, E., Ribot, P., Le Corronc, E.: Hybrid systems diagnosis using modified particle Petri Nets. In: 25th International Workshop on Principles of Diagnosis, Austria (2014)
10.
Zurück zum Zitat Gaudel, Q., Chanthery, E., Ribot, P.: Health monitoring of hybrid systems using hybrid particle Petri Nets. In: Annual Conference of the PHM Society, USA (2014) Gaudel, Q., Chanthery, E., Ribot, P.: Health monitoring of hybrid systems using hybrid particle Petri Nets. In: Annual Conference of the PHM Society, USA (2014)
11.
Zurück zum Zitat Gaudel, Q., Chanthery, E., Ribot, P.: Hybrid particle Petri Nets for systems health monitoring under uncertainty. Int. J. Prognostics Health Manag. 6(022), 1–20 (2015) Gaudel, Q., Chanthery, E., Ribot, P.: Hybrid particle Petri Nets for systems health monitoring under uncertainty. Int. J. Prognostics Health Manag. 6(022), 1–20 (2015)
12.
Zurück zum Zitat Genc, S., Lafortune, S.: Distributed diagnosis of place-bordered Petri Nets. IEEE Trans. Autom. Sci. Eng. 4(2), 206–219 (2007)CrossRef Genc, S., Lafortune, S.: Distributed diagnosis of place-bordered Petri Nets. IEEE Trans. Autom. Sci. Eng. 4(2), 206–219 (2007)CrossRef
13.
Zurück zum Zitat Henzinger, T.: The theory of hybrid automata. In: 11th Annual IEEE Symposium on Logic in Computer Science, pp. 278–292 (1996) Henzinger, T.: The theory of hybrid automata. In: 11th Annual IEEE Symposium on Logic in Computer Science, pp. 278–292 (1996)
14.
Zurück zum Zitat Jianxiong, W., Xudong, X., Xiaoying, B., Chuang, L., Xiangzhen, K., Jianxiang, L.: Performability analysis of avionics system with multilayer HM/FM using stochastic Petri Nets. Chin. J. Aeronaut. 26(2), 363–377 (2013)CrossRef Jianxiong, W., Xudong, X., Xiaoying, B., Chuang, L., Xiangzhen, K., Jianxiang, L.: Performability analysis of avionics system with multilayer HM/FM using stochastic Petri Nets. Chin. J. Aeronaut. 26(2), 363–377 (2013)CrossRef
15.
Zurück zum Zitat Koutsoukos, X., Kurien, J., Zhao, F.: Monitoring and diagnosis of hybrid systems using particle filtering methods. In: 15th International Symposium on Mathematical Theory of Networks and Systems, USA (2002) Koutsoukos, X., Kurien, J., Zhao, F.: Monitoring and diagnosis of hybrid systems using particle filtering methods. In: 15th International Symposium on Mathematical Theory of Networks and Systems, USA (2002)
16.
Zurück zum Zitat Lachat, D., Krebs, A., Thueer, T., Siegwart, R.: Antarctica rover design and optimization for limited power consumption. In: 4th IFAC Symposium on Mechatronic Systems (2006) Lachat, D., Krebs, A., Thueer, T., Siegwart, R.: Antarctica rover design and optimization for limited power consumption. In: 4th IFAC Symposium on Mechatronic Systems (2006)
17.
Zurück zum Zitat Lesire, C., Tessier, C.: Particle Petri Nets for aircraft procedure monitoring under uncertainty. In: Ciardo, G., Darondeau, P. (eds.) ICATPN 2005. LNCS, vol. 3536, pp. 329–348. Springer, Heidelberg (2005)CrossRefMATH Lesire, C., Tessier, C.: Particle Petri Nets for aircraft procedure monitoring under uncertainty. In: Ciardo, G., Darondeau, P. (eds.) ICATPN 2005. LNCS, vol. 3536, pp. 329–348. Springer, Heidelberg (2005)CrossRefMATH
18.
Zurück zum Zitat Narasimhan, S., Balaban, E., Daigle, M., Roychoudhury, I., Sweet, A., Celaya, J., Goebel, K.: Autonomous decision making for planetary rovers using diagnostic and prognostic information. In: 8th IFAC Symposium on Fault Dectection, Supervision and Safety of Technical Processes, Mexico, pp. 289–294 (2012) Narasimhan, S., Balaban, E., Daigle, M., Roychoudhury, I., Sweet, A., Celaya, J., Goebel, K.: Autonomous decision making for planetary rovers using diagnostic and prognostic information. In: 8th IFAC Symposium on Fault Dectection, Supervision and Safety of Technical Processes, Mexico, pp. 289–294 (2012)
19.
Zurück zum Zitat Narasimhan, S., Browston, L.: HyDE - a general framework for stochastic and hybrid modelbased diagnosis. In: 18th International Workshop on Principles of Diagnosis, pp. 162–169 (2007) Narasimhan, S., Browston, L.: HyDE - a general framework for stochastic and hybrid modelbased diagnosis. In: 18th International Workshop on Principles of Diagnosis, pp. 162–169 (2007)
20.
Zurück zum Zitat Ru, Y., Hadjicostis, C.N.: Fault diagnosis in discrete event systems modeled by partially observed Petri Nets. Discrete Event Dyn. Syst. 19(4), 551–575 (2009)MathSciNetCrossRefMATH Ru, Y., Hadjicostis, C.N.: Fault diagnosis in discrete event systems modeled by partially observed Petri Nets. Discrete Event Dyn. Syst. 19(4), 551–575 (2009)MathSciNetCrossRefMATH
21.
Zurück zum Zitat Sampath, M., Sengupta, R., Lafortune, S., Sinnamohideen, K., Teneketzis, D.: Diagnosability of discrete-event systems. IEEE Trans. Autom. Control 40(9), 1555–1575 (1995)MathSciNetCrossRefMATH Sampath, M., Sengupta, R., Lafortune, S., Sinnamohideen, K., Teneketzis, D.: Diagnosability of discrete-event systems. IEEE Trans. Autom. Control 40(9), 1555–1575 (1995)MathSciNetCrossRefMATH
22.
Zurück zum Zitat Soldani, S., Combacau, M., Subias, A., Thomas, J.: On-board diagnosis system for intermittent fault: application in automotive industry. In: 7th IFAC International Conference on Fieldbuses and Networks in Industrial and Embedded Systems, vol. 7-1, pp. 151–158 (2007) Soldani, S., Combacau, M., Subias, A., Thomas, J.: On-board diagnosis system for intermittent fault: application in automotive industry. In: 7th IFAC International Conference on Fieldbuses and Networks in Industrial and Embedded Systems, vol. 7-1, pp. 151–158 (2007)
23.
Zurück zum Zitat Sweet, A., Gorospe, G., Daigle, M., Celaya, J.R., Balaban, E., Roychoudhury, I., Narasimhan, S.: Demonstration of prognostics-enabled decision making algorithms on a hardware mobile robot test platform. In: Annual Conference of the PHM Society, USA (2014) Sweet, A., Gorospe, G., Daigle, M., Celaya, J.R., Balaban, E., Roychoudhury, I., Narasimhan, S.: Demonstration of prognostics-enabled decision making algorithms on a hardware mobile robot test platform. In: Annual Conference of the PHM Society, USA (2014)
24.
Zurück zum Zitat Zouaghi, L., Alexopoulos, A., Wagner, A., Badreddin, E.: Modified particle Petri Nets for hybrid dynamical systems monitoring under environmental uncertainties. In: IEEE/SICE International Symposium on System Integration, pp. 497–502 (2011) Zouaghi, L., Alexopoulos, A., Wagner, A., Badreddin, E.: Modified particle Petri Nets for hybrid dynamical systems monitoring under environmental uncertainties. In: IEEE/SICE International Symposium on System Integration, pp. 497–502 (2011)
Metadaten
Titel
Health Monitoring of a Planetary Rover Using Hybrid Particle Petri Nets
verfasst von
Quentin Gaudel
Pauline Ribot
Elodie Chanthery
Matthew J. Daigle
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-39086-4_13