Robot calibration of sensor poses and region based odometry using offline optimisation of map information

作者: Yanming Pei , Lindsay Kleeman

DOI: 10.1109/ICINFA.2015.7279333

关键词:

摘要: The calibration of mobile robot odometry and sensor extrinsic parameters can significantly improve the accuracy mapping localisation. This paper reports on simultaneous wheeled its onboard parameters. is achieved with offline optimisation map quality using a particle swarm algorithm. approach takes advantage state-of-the-art metric for 2D occupancy grid maps uses this measurement as fitness value optimization No ground truth required. Since depends floor surface type, improves previous efforts by employing novel colour classification system. Floor based Support Vector Machine that achieves greater than 98% precision recall values testing dataset consisting six different floors. We demonstrate benefit our proposed system in real world experiments. Furthermore, consistency method also validated experimentally data sets.

参考文章(25)
Cyrill Stachniss, Giorgio Grisetti, Wolfram Burgard, Information Gain-based Exploration Using Rao-Blackwellized Particle Filters robotics science and systems. ,vol. 01, pp. 65- 72 ,(2005) , 10.15607/RSS.2005.I.009
N. Roy, S. Thrun, Online self-calibration for mobile robots international conference on robotics and automation. ,vol. 3, pp. 2292- 2297 ,(1999) , 10.1109/ROBOT.1999.770447
Jesse Levinson, Sebastian Thrun, Unsupervised Calibration for Multi-beam Lasers international symposium on experimental robotics. pp. 179- 193 ,(2014) , 10.1007/978-3-642-28572-1_13
Chih-Yang Lin, Cheng-Hao Yeh, Chia-Hung Yeh, Real-time vehicle color identification for surveillance videos international conference on electronics, communications, and computers. pp. 59- 64 ,(2014) , 10.1109/CONIELECOMP.2014.6808568
Roland Siegwart, Paul Furgale, Jerome Maye, Self-supervised calibration for robotic systems ieee intelligent vehicles symposium. pp. 473- 480 ,(2013) , 10.3929/ETHZ-A-010026371
K K Narayanan, F Hoffmann, T Bertram, Floor segmentation of omnidirectional images for mobile robot visual navigation intelligent robots and systems. pp. 804- 809 ,(2010) , 10.1109/IROS.2010.5652869
Mark Sheehan, Alastair Harrison, Paul Newman, Self-calibration for a 3D laser The International Journal of Robotics Research. ,vol. 31, pp. 675- 687 ,(2012) , 10.1177/0278364911429475
Mauricio Zambrano-Bigiarini, Maurice Clerc, Rodrigo Rojas, Standard Particle Swarm Optimisation 2011 at CEC-2013: A baseline for future PSO improvements congress on evolutionary computation. pp. 2337- 2344 ,(2013) , 10.1109/CEC.2013.6557848
Corinna Cortes, Vladimir Vapnik, Support-Vector Networks Machine Learning. ,vol. 20, pp. 273- 297 ,(1995) , 10.1023/A:1022627411411