Skip to main content

2018 | OriginalPaper | Buchkapitel

Enhancing Reduced Order Model Predictive Control for Autonomous Underwater Vehicle

verfasst von : Prashant Bhopale, Pratik Bajaria, Navdeep Singh, Faruk Kazi

Erschienen in: Advanced Computational Methods for Knowledge Engineering

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Performing control actions to complete the mission depending on the feedback measurements is a crucial task in case of Autonomous Underwater Vehicle due to dependency on navigation system. For such task a Reduced Order Model Predictive Control (ROMPC) has been implemented using highly nonlinear model of AUV to control motion in thee dimensional space under the assumption that the feedback measurements at every iteration are clearly available to solve the quadratic problem. But in real-time scenario, navigation system collects measurements from the sensors installed on the hardware part of the AUV which may fail due to vulnerability of sensors to onboard equipment noise or poor signal during diving operation resulting in failure of ROMPC furthermore mission, hence proper state estimator or observer is required for real time operation to support navigation system. This work proposes a solution, based on the optimal estimation property of Extended Kalman Filter in the presence of process and measurement noise or missing measurements to estimate position and orientation of AUV for successful and enhanced feedback control application.

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 National Research Council: Underwater Vehicles and National Needs. Academy Press, Washington, D. C. (1996) National Research Council: Underwater Vehicles and National Needs. Academy Press, Washington, D. C. (1996)
2.
Zurück zum Zitat Thrun, S., Burgard, W., Fox, D.: Probabilistic Robotics. MIT Press, Cambridge (2005)MATH Thrun, S., Burgard, W., Fox, D.: Probabilistic Robotics. MIT Press, Cambridge (2005)MATH
3.
Zurück zum Zitat Filaretov, F., Zhirabok, A.N., Zyev, A.V., Protsenko, A.A., Tuphanov, I.E., Scherbatyuk, A.F.: Design investigation of dead reckoning system with accommodation to sensors errors for autonomous underwater vehicle, OCEANS 2015 - MTS/IEEE Washington, Washington, DC, pp. 1–4 (2015) Filaretov, F., Zhirabok, A.N., Zyev, A.V., Protsenko, A.A., Tuphanov, I.E., Scherbatyuk, A.F.: Design investigation of dead reckoning system with accommodation to sensors errors for autonomous underwater vehicle, OCEANS 2015 - MTS/IEEE Washington, Washington, DC, pp. 1–4 (2015)
4.
Zurück zum Zitat Fossen, T.I.: Handbook of Marine Craft Hydrodynamics and Motion Control. Wiley, Hoboken (2011)CrossRef Fossen, T.I.: Handbook of Marine Craft Hydrodynamics and Motion Control. Wiley, Hoboken (2011)CrossRef
5.
Zurück zum Zitat Nomenclature for Treating the Motion of a Submerged Body Through a Fluid Technical and Research Bulletin No. 1–5. New York, Society of Naval Architects and Marine Engineers (SNAME) Nomenclature for Treating the Motion of a Submerged Body Through a Fluid Technical and Research Bulletin No. 1–5. New York, Society of Naval Architects and Marine Engineers (SNAME)
7.
Zurück zum Zitat Khodayari, M.H., Balochian, S.: Modeling and control of autonomous underwater vehicle (AUV) in heading and depth attitude via self-adaptive fuzzy PID controller. J. Mar. Sci. Technol. 20, 559 (2015). doi:10.1007/s00773-015-0312-7 CrossRef Khodayari, M.H., Balochian, S.: Modeling and control of autonomous underwater vehicle (AUV) in heading and depth attitude via self-adaptive fuzzy PID controller. J. Mar. Sci. Technol. 20, 559 (2015). doi:10.​1007/​s00773-015-0312-7 CrossRef
9.
Zurück zum Zitat Pereira, F.L., de Sousa, J.B., Gomes, R., Calado, P., van Schuppen, J.H., Villa, T.: A model predictive control approach to AUVs motion coordination. In: Coordination Control of Distributed Systems. Springer International Publishing (2015). doi:10.1007/978-3-319-10407-2_2, 978-3-319-10407-2 Pereira, F.L., de Sousa, J.B., Gomes, R., Calado, P., van Schuppen, J.H., Villa, T.: A model predictive control approach to AUVs motion coordination. In: Coordination Control of Distributed Systems. Springer International Publishing (2015). doi:10.​1007/​978-3-319-10407-2_​2, 978-3-319-10407-2
10.
Zurück zum Zitat Nag, A., Patel, S.S., Kishore, K., Akbar, S.A.: A robust \(H_\infty \) based depth control of an autonomous underwater vehicle. In: 2013 International Conference on Advanced Electronic Systems (ICAES), Pilani, pp. 68–73 (2013) Nag, A., Patel, S.S., Kishore, K., Akbar, S.A.: A robust \(H_\infty \) based depth control of an autonomous underwater vehicle. In: 2013 International Conference on Advanced Electronic Systems (ICAES), Pilani, pp. 68–73 (2013)
13.
Zurück zum Zitat Kouvaritakis, B., Cannon, M.: Control, Non-linear Predictive: Theory and Practice, vol. 61. Iet (2001) Kouvaritakis, B., Cannon, M.: Control, Non-linear Predictive: Theory and Practice, vol. 61. Iet (2001)
14.
Zurück zum Zitat Kouvaritakis, B., Cannon, M.: Model Predictive Control: Classical, Robust and Stochastic. Springer, Heidelberg (2015)MATH Kouvaritakis, B., Cannon, M.: Model Predictive Control: Classical, Robust and Stochastic. Springer, Heidelberg (2015)MATH
15.
Zurück zum Zitat Jagtap, P., Raut, P., Kumar, P., Gupta, A., Singh, N., Kazi, F.: Control of autonomous underwater vehicle using reduced order model predictive control in three dimensional space”. IFAC-PapersOnLine 49(1), 772–777 (2016)CrossRef Jagtap, P., Raut, P., Kumar, P., Gupta, A., Singh, N., Kazi, F.: Control of autonomous underwater vehicle using reduced order model predictive control in three dimensional space”. IFAC-PapersOnLine 49(1), 772–777 (2016)CrossRef
16.
Zurück zum Zitat Jouffroy, J., Fossen, T.I.: A tutorial on incremental stability analysis using contraction theory. Model. Identif. Control MIC 31(3), 93–106 (2010)CrossRef Jouffroy, J., Fossen, T.I.: A tutorial on incremental stability analysis using contraction theory. Model. Identif. Control MIC 31(3), 93–106 (2010)CrossRef
17.
Zurück zum Zitat Prestero, T.: Development of a six-degree of freedom simulation model for the REMUS autonomous underwater vehicle. In: MTS/IEEE Conference and Exhibition in OCEANS, vol. 1, pp. 450–455 (2001) Prestero, T.: Development of a six-degree of freedom simulation model for the REMUS autonomous underwater vehicle. In: MTS/IEEE Conference and Exhibition in OCEANS, vol. 1, pp. 450–455 (2001)
Metadaten
Titel
Enhancing Reduced Order Model Predictive Control for Autonomous Underwater Vehicle
verfasst von
Prashant Bhopale
Pratik Bajaria
Navdeep Singh
Faruk Kazi
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-61911-8_6

Premium Partner