Summary
In this paper, a method of obtaining vehicle hypothesis based on laser scan data only is proposed. This is implemented on the robotic vehicle, CyCab, for navigation and mapping of the static car park environment. Laser scanner data is used to obtain hypothesis on position and orientation of vehicles with Bayesian Programming. Using the hypothesized vehicle poses as landmarks, CyCab performs Simultaneous Localization And Mapping (SLAM). A final map consisting of the vehicle positions in the car park is obtained.
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References
C. Pradalier, J. Hermosillo, C. Koike, C. Braillon, P. Bessiere, and C. Laugier. An autonomous car-like robot navigating safely among pedestrians. In International Conference in Robotics and Automation, 2004.
O. Lebeltel. Programmation Bayienne des Robots. PhD thesis, Institut National Polytechnique de Grenoble, France, October 1999.
Y. Liu, R. Emery, D. Chakrabarti, W. Burgard, and S. Thrun. Using EM to learn 3D models with mobile robots. In Proceedings of the International Conference on Machine Learning (ICML), 2001.
C. Martin and S. Thrun. Online acquisition of compact volumetric maps with mobile robots. In IEEE International Conference on Robotics and Automation (ICRA), Washington, DC, 2002. ICRA.
M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit. FastSLAM: A factored solution to the simultaneous localization and mapping problem. In Proceedings of the AAAI National Conference on Artificial Intelligence, Edmonton, Canada, 2002. AAAI.
M. Montemerlo, S. Thrun, D. Koller, and B. Wegbreit. FastSLAM 2.0: An improved particle filtering algorithm for simultaneous localization and mapping that provably converges. In Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence (IJCAI), Acapulco, Mexico, 2003. IJCAI.
C. Pradalier and F. Colas. Expressing bayesian fusion as a product of distributions: Applications in robotics. In IEEE/RSJ Int. Conf. on Intelligent Robots and Systems, October 2003.
Chatila R. and Laumond J.-P. Position referencing and consistent world modeling for mobile robots. In IEEE International Conference on Robotics and Automation, pages 138–145, 1985.
C. Tay, C. Pradalier, and C. Laugier. Vehicle detection and car park mapping using laser scanner. 2005.
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© 2006 Springer-Verlag Berlin Heidelberg
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Tay Meng Keat, C., Pradalier, C., Laugier, C. (2006). Online Reconstruction of Vehicles in a Car Park. In: Corke, P., Sukkariah, S. (eds) Field and Service Robotics. Springer Tracts in Advanced Robotics, vol 25. Springer, Berlin, Heidelberg . https://doi.org/10.1007/978-3-540-33453-8_18
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DOI: https://doi.org/10.1007/978-3-540-33453-8_18
Publisher Name: Springer, Berlin, Heidelberg
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Online ISBN: 978-3-540-33453-8
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