Skip to main content

2018 | OriginalPaper | Buchkapitel

On Latencies and Noise Effects in Vision-Based Control of Mobile Robots

verfasst von : Mohammad M. Aref, Juho Vihonen, Reza Ghabcheloo, Jouni Mattila

Erschienen in: Advances in Service and Industrial Robotics

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

We study the effects of variable latencies and noise-effects in vision based navigation. Based on the observations, we adapt a new robust estimation solution that is simple to integrate into a path-following controller and shown to provide a smoothed, high-bandwidth feedback for real-time control of a mobile robot. The strong dependency of steering oscillations originating from the noises and inaccuracies of the robot’s pose estimates is highlighted. The system is capable of positioning the mobile manipulator’s gripper in the vicinity of a target only by navigation of its nonholonomic mobile base.

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!

Literatur
1.
Zurück zum Zitat DeSouza GN, Kak AC (2002) Vision for mobile robot navigation: a survey. IEEE Trans Pattern Anal Mach Intell 24(2):237–267CrossRef DeSouza GN, Kak AC (2002) Vision for mobile robot navigation: a survey. IEEE Trans Pattern Anal Mach Intell 24(2):237–267CrossRef
2.
Zurück zum Zitat Bonin-Font F, Ortiz A, Oliver G (2008) Visual navigation for mobile robots: a survey. J Intell Rob Syst 53(3):263–296CrossRef Bonin-Font F, Ortiz A, Oliver G (2008) Visual navigation for mobile robots: a survey. J Intell Rob Syst 53(3):263–296CrossRef
3.
Zurück zum Zitat Dalgleish F, Tetlow S, Allwood R (2005) Vision-based navigation of unmanned underwater vehicles: a survey. Part 2: vision-based station-keeping and positioning. J Mar Des Oper 8:13–19 Dalgleish F, Tetlow S, Allwood R (2005) Vision-based navigation of unmanned underwater vehicles: a survey. Part 2: vision-based station-keeping and positioning. J Mar Des Oper 8:13–19
4.
Zurück zum Zitat Cherubini A, Chaumette F (2013) Visual navigation of a mobile robot with laser-based collision avoidance. Int J Rob Res 32(2):189–205CrossRef Cherubini A, Chaumette F (2013) Visual navigation of a mobile robot with laser-based collision avoidance. Int J Rob Res 32(2):189–205CrossRef
5.
Zurück zum Zitat Mariottini GL, Oriolo G, Prattichizzo D (2007) Image-based visual servoing for nonholonomic mobile robots using epipolar geometry. IEEE Trans Robot 23(1):87–100CrossRef Mariottini GL, Oriolo G, Prattichizzo D (2007) Image-based visual servoing for nonholonomic mobile robots using epipolar geometry. IEEE Trans Robot 23(1):87–100CrossRef
6.
Zurück zum Zitat Walter MR, Antone M, Chuangsuwanich E, Correa A, Davis R, Fletcher L, Frazzoli E, Friedman Y, Glass J, How JP et al (2015) A situationally aware voice-commandable robotic forklift working alongside people in unstructured outdoor environments. J Field Rob 32(4):590–628CrossRef Walter MR, Antone M, Chuangsuwanich E, Correa A, Davis R, Fletcher L, Frazzoli E, Friedman Y, Glass J, How JP et al (2015) A situationally aware voice-commandable robotic forklift working alongside people in unstructured outdoor environments. J Field Rob 32(4):590–628CrossRef
7.
Zurück zum Zitat Durovic Z, Kovacevic B (1999) Command-induced vibration analysis using input shaping principles. IEEE Trans Autom Contr 44(6):1292–1296CrossRef Durovic Z, Kovacevic B (1999) Command-induced vibration analysis using input shaping principles. IEEE Trans Autom Contr 44(6):1292–1296CrossRef
8.
Zurück zum Zitat Simon D (2006) Optimal state estimation: Kalman, H infinity, and nonlinear approaches. Wiley, HobokenCrossRef Simon D (2006) Optimal state estimation: Kalman, H infinity, and nonlinear approaches. Wiley, HobokenCrossRef
9.
Zurück zum Zitat Wang X, Cui N, Guo J (2010) Command-induced vibration analysis using input shaping principles. IET Radar Sonar Navig 4(1):134–141CrossRef Wang X, Cui N, Guo J (2010) Command-induced vibration analysis using input shaping principles. IET Radar Sonar Navig 4(1):134–141CrossRef
10.
Zurück zum Zitat Aref MM, Ghabcheloo R, Mattila J (2014) A macro-micro controller for pallet picking by an articulated-frame-steering hydraulic mobile machine. In: IEEE international conference on robotics and automation (ICRA), Hong Kong, pp 6816–6822 Aref MM, Ghabcheloo R, Mattila J (2014) A macro-micro controller for pallet picking by an articulated-frame-steering hydraulic mobile machine. In: IEEE international conference on robotics and automation (ICRA), Hong Kong, pp 6816–6822
11.
Zurück zum Zitat Aref MM Ghabcheloo R, Kolu A, Mattila J (2016) A multistage controller with smooth switching for autonomous pallet picking. In: IEEE international conference on robotics and automation (ICRA), Stockholm, Sweden, pp 2535–2542 Aref MM Ghabcheloo R, Kolu A, Mattila J (2016) A multistage controller with smooth switching for autonomous pallet picking. In: IEEE international conference on robotics and automation (ICRA), Stockholm, Sweden, pp 2535–2542
12.
Zurück zum Zitat Oftadeh R, Ghabcheloo R, Mattila J (2015) A time-optimal bounded velocity path-following controller for generic wheeled mobile robots. In: IEEE international conference on robotics and automation (ICRA), pp 676–683 Oftadeh R, Ghabcheloo R, Mattila J (2015) A time-optimal bounded velocity path-following controller for generic wheeled mobile robots. In: IEEE international conference on robotics and automation (ICRA), pp 676–683
13.
Zurück zum Zitat Aref MM, Ghabcheloo R, Kolu A, Mattila J (2017) Vision guided autonomous forklift. In: Advances in robot design and intelligent control proceedings of the 25th conference on robotics in Alpe-Adria-Danube region (RAAD). Advances in Intelligent Systems and Computing. Springer, pp 338–346 Aref MM, Ghabcheloo R, Kolu A, Mattila J (2017) Vision guided autonomous forklift. In: Advances in robot design and intelligent control proceedings of the 25th conference on robotics in Alpe-Adria-Danube region (RAAD). Advances in Intelligent Systems and Computing. Springer, pp 338–346
14.
Zurück zum Zitat Brown RG, Hwang PYC (1997) Introduction to random signals and applied Kalman filtering. Wiley, New YorkMATH Brown RG, Hwang PYC (1997) Introduction to random signals and applied Kalman filtering. Wiley, New YorkMATH
15.
Zurück zum Zitat Won S-HP, Melek WW, Golnaraghi F (2010) A Kalman/particle filter-based position and orientation estimation method using a position sensor/inertial measurement unit hybrid system. IEEE Trans. Ind. Electron. 57(5):1787–1798CrossRef Won S-HP, Melek WW, Golnaraghi F (2010) A Kalman/particle filter-based position and orientation estimation method using a position sensor/inertial measurement unit hybrid system. IEEE Trans. Ind. Electron. 57(5):1787–1798CrossRef
16.
Zurück zum Zitat Holland PW, Welsch RE (1977) Robust regression using iteratively reweighted least-squares. Comm. in Stat. A6:813–827CrossRefMATH Holland PW, Welsch RE (1977) Robust regression using iteratively reweighted least-squares. Comm. in Stat. A6:813–827CrossRefMATH
17.
Zurück zum Zitat Wojke N, Neuhaus F, Paulus D (2016) Localization and pose estimation of textureless objects for autonomous exploration missions. In: IEEE international conference on image processing (ICIP), pp 1304–1308 Wojke N, Neuhaus F, Paulus D (2016) Localization and pose estimation of textureless objects for autonomous exploration missions. In: IEEE international conference on image processing (ICIP), pp 1304–1308
Metadaten
Titel
On Latencies and Noise Effects in Vision-Based Control of Mobile Robots
verfasst von
Mohammad M. Aref
Juho Vihonen
Reza Ghabcheloo
Jouni Mattila
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-61276-8_22

Neuer Inhalt