Abstract
Navigation of the wheeled mobile robot in the unknown environment with simultaneous realisation of the generated trajectory, is one of the most challenging and up to date problems in the modern mobile robotics. In the article a new approach is presented to a collision-free trajectory generating for a wheeled mobile robot, realised in a form of the hierarchical control system with two layers. The first layer is a tracking control system, where the Neuro-Dynamic Programming algorithm in the Dual Heuristic Dynamic Programming configuration was applied. The second layer is a trajectory generator where the Fuzzy Logic systems were used. The presented control system generates and realises trajectory of the wheeled mobile robot within the complex task of goal-seeking and obstacle avoiding. The proposed hierarchical control system works on-line, its performance was verified using the wheeled mobile robot Pioneer 2-DX.
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References
Arkin, R.C.: Behavior-Based Robotics. MIT Press, Cambridge (1998)
Giergiel, J., Hendzel, Z., Zylski, W.: Modeling and Control of Wheeled Mobile Robots. PWN, Warsaw (2002) (in Polish)
Giergiel, J., Zylski, W.: Description of Motion of a Mobile Robot by Maggie’s Equations. J. Theoret. Appl. Mech. 43, 511–521 (2005)
Hendzel, Z.: Fuzzy Reactive Control of Wheeled Mobile Robot. J. Theoret. Appl. Mech. 42, 503–517 (2004)
Hendzel, Z., Szuster, M.: Discrete Model-Based Adaptive Critic Designs in Wheeled Mobile Robot Control. In: Rutkowski, L., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2010, Part II. LNCS, vol. 6114, pp. 264–271. Springer, Heidelberg (2010)
Hendzel, Z., Szuster, M.: Discrete Neural Dynamic Programming in Wheeled Mobile Robot control. Commun. Nonlinear Sci. Numer. Simulat. 16, 2355–2362 (2011)
Hendzel, Z., Szuster, M.: Neural Dynamic Programming in Behavioural Control of Wheeled Mobile Robot. Acta Mechanica et Automatica 5, 28–36 (2011) (in Polish)
Hendzel, Z., Szuster, M.: Neural Dynamic Programming in Reactive Navigation of Wheeled Mobile Robot. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds.) ICAISC 2012, Part II. LNCS (LNAI), vol. 7268, pp. 450–457. Springer, Heidelberg (2012)
Maaref, H., Barret, C.: Sensor-based Navigation of a Mobile Robot in an Indoor Environment. Robot. Auton. Syst. 38, 1–18 (2002)
Millan, J.: Reinforcement Learning of Goal-Directed Obstacle-Avoiding Reaction Strategies in an Autonomous Mobile Robot. Robot. Auton. Syst. 15, 275–299 (1995)
Powell, W.B.: Approximate Dynamic Programming: Solving the Curses of Dimensionality. Willey-Interscience, Princeton (2007)
Prokhorov, D., Wunch, D.: Adaptive Critic Designs. IEEE Trans. Neural Netw. 8, 997–1007 (1997)
Si, J., Barto, A.G., Powell, W.B., Wunsch, D.: Handbook of Learning and Approximate Dynamic Programming. IEEE Press, Wiley-Interscience (2004)
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Szuster, M., Hendzel, Z., Burghardt, A. (2014). Fuzzy Sensor-Based Navigation with Neural Tracking Control of the Wheeled Mobile Robot. In: Rutkowski, L., Korytkowski, M., Scherer, R., Tadeusiewicz, R., Zadeh, L.A., Zurada, J.M. (eds) Artificial Intelligence and Soft Computing. ICAISC 2014. Lecture Notes in Computer Science(), vol 8468. Springer, Cham. https://doi.org/10.1007/978-3-319-07176-3_27
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DOI: https://doi.org/10.1007/978-3-319-07176-3_27
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-07175-6
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