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Published in: Neural Processing Letters 2/2016

01-04-2016

Neural Control for Driving a Mobile Robot Integrating Stereo Vision Feedback

Authors: Michel Lopez-Franco, Edgar N. Sanchez, Alma Y. Alanis, Carlos López-Franco

Published in: Neural Processing Letters | Issue 2/2016

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Abstract

This paper proposes a neural control integrating stereo vision feedback for driving a mobile robot. The proposed approach consists in synthesizing a suitable inverse optimal control to avoid solving the Hamilton Jacobi Bellman equation associated to nonlinear system optimal control. The mobile robot dynamics is approximated by an identifier using a discrete-time recurrent high order neural network, trained with an extended Kalman filter algorithm. The desired trajectory of the robot is computed during navigation using a stereo camera sensor. Simulation and experimental result are presented to illustrate the effectiveness of the proposed control scheme.

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Literature
1.
go back to reference Viñuela PI, Galvan IM (2004) Redes de neuronas Artificiales Un Enfoque Prctico. Pearson, Prentice Hall, Madrid Viñuela PI, Galvan IM (2004) Redes de neuronas Artificiales Un Enfoque Prctico. Pearson, Prentice Hall, Madrid
2.
go back to reference Talebi HA, Abdollahi F, Patel RV, Khorasani K (2010) Neural network-based state estimation of nonlinear systems. Springer, New YorkCrossRefMATH Talebi HA, Abdollahi F, Patel RV, Khorasani K (2010) Neural network-based state estimation of nonlinear systems. Springer, New YorkCrossRefMATH
5.
go back to reference Krstic M, Kokotovic PV, Kanellakopoulos I (1995) Nonlinear and adaptive control design, 1st edn. Wiley, New YorkMATH Krstic M, Kokotovic PV, Kanellakopoulos I (1995) Nonlinear and adaptive control design, 1st edn. Wiley, New YorkMATH
8.
go back to reference Park BS, Yoo SJ, Park JB, Choi YH (2010) Studies in systems, decision and control. IEEE Trans Control Syst Technol 18(5):1199CrossRef Park BS, Yoo SJ, Park JB, Choi YH (2010) Studies in systems, decision and control. IEEE Trans Control Syst Technol 18(5):1199CrossRef
15.
go back to reference Holland J (2003) Designing autonomous mobile robots: inside the mind of an intelligent machine. Newnes, Matlock Bath Holland J (2003) Designing autonomous mobile robots: inside the mind of an intelligent machine. Newnes, Matlock Bath
16.
go back to reference Sanchez EN, García AYA, Loukianov AG (2008) Discrete-time high order neural control: trained with Kalman filtering, vol 112. Springer, New YorkMATH Sanchez EN, García AYA, Loukianov AG (2008) Discrete-time high order neural control: trained with Kalman filtering, vol 112. Springer, New YorkMATH
17.
go back to reference Rovithakis GA, Chistodoulou MA (2000) Adaptive control with recurrent high-order neural networks. Springer, BerlinCrossRef Rovithakis GA, Chistodoulou MA (2000) Adaptive control with recurrent high-order neural networks. Springer, BerlinCrossRef
20.
go back to reference Grover R, Hwang PYC (1992) Introduction to random signals and applied Kalman filtering. Wiley, New YorkMATH Grover R, Hwang PYC (1992) Introduction to random signals and applied Kalman filtering. Wiley, New YorkMATH
23.
go back to reference Sanchez EN, Ornelas-Tellez F (2013) Discrete-time inverse optimal control for nonlinear systems. CRC Press, Boca RatonMATH Sanchez EN, Ornelas-Tellez F (2013) Discrete-time inverse optimal control for nonlinear systems. CRC Press, Boca RatonMATH
24.
go back to reference Lewis FL, Syrmos VL (1995) Optimal control, 1st edn. Wiley, New York Lewis FL, Syrmos VL (1995) Optimal control, 1st edn. Wiley, New York
25.
go back to reference Basar T, Olsder GJ (1995) Dynamic noncooperative game theory, 2nd edn. Academic Press, New YorkMATH Basar T, Olsder GJ (1995) Dynamic noncooperative game theory, 2nd edn. Academic Press, New YorkMATH
28.
go back to reference Chaumette F, Hutchinson S (2006) Visual servo control. I. Basic approaches. IEEE Robot Autom Mag 13(4):82CrossRef Chaumette F, Hutchinson S (2006) Visual servo control. I. Basic approaches. IEEE Robot Autom Mag 13(4):82CrossRef
29.
go back to reference Gonzalez RC, Woods RE (2006) Digital image processing, 3rd edn. Prentice-Hall Inc, Upper Saddle River Gonzalez RC, Woods RE (2006) Digital image processing, 3rd edn. Prentice-Hall Inc, Upper Saddle River
30.
go back to reference Gonzalez RC, Woods RE, Eddins SL (2003) Digital image processing using MATLAB. Prentice-Hall Inc, Upper Saddle River Gonzalez RC, Woods RE, Eddins SL (2003) Digital image processing using MATLAB. Prentice-Hall Inc, Upper Saddle River
31.
32.
go back to reference Canudas de Wit C, Siciliano B, Bastian G (1997) Theory of robot control. Springer, London Canudas de Wit C, Siciliano B, Bastian G (1997) Theory of robot control. Springer, London
34.
Metadata
Title
Neural Control for Driving a Mobile Robot Integrating Stereo Vision Feedback
Authors
Michel Lopez-Franco
Edgar N. Sanchez
Alma Y. Alanis
Carlos López-Franco
Publication date
01-04-2016
Publisher
Springer US
Published in
Neural Processing Letters / Issue 2/2016
Print ISSN: 1370-4621
Electronic ISSN: 1573-773X
DOI
https://doi.org/10.1007/s11063-015-9427-4

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