Abstract
In this work we present a multi-robot information based exploration strategy with the goal of constructing high resolution 3D maps. We use a Cauchy–Schwarz Quadratic Mutual Information (CSQMI) based objective which operates on a novel angle enhanced occupancy grid to guide robots in the collection of RGBD panoramas, which have been shown to provide memory efficient high quality representations of space. To intelligently collect panoramas, we introduce the angle enhanced occupancy grid which emphasizes perspective in addition to coverage, a characteristic we believe results in the construction of higher quality maps than traditional occupancy grid methods. To show this, we conduct simulations and compare our approach with frontier exploration. Using our angle enhanced occupancy grid, only 11.4% of decimeter wall segments were covered by fewer than 20 pixels as compared with 33.5% for the frontier method.
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References
Charrow, B., Liu, S., Kumar, V., Michael, N.: Information-theoretic mapping using Cauchy–Schwarz quadratic mutual information. In: 2015 IEEE International Conference on Robotics and Automation (ICRA) pp. 4791–4798 (2015). https://doi.org/10.1109/ICRA.2015.7139865
Cover, T.M., Thomas, J.A.: Elements of Information Theory (2005). https://doi.org/10.1002/047174882X
Cowley, A., Taylor, C.J., Southall, B.: Rapid multi-robot exploration with topometric maps. In: Proceedings-IEEE International Conference on Robotics and Automation pp. 1044–1049 (2011). https://doi.org/10.1109/ICRA.2011.5980403
Elfes, A.: Using occupancy grids for mobile robot perception and navigation. Computer 22(6), 46–57 (1989). https://doi.org/10.1109/2.30720
Henry, P., Krainin, M., Herbst, E., Ren, X., Fox, D.: RGB-D mapping: using depth cameras for dense 3D modeling of indoor environments. Springer Tracts in Adv. Robot. 79, 477–491 (2014). https://doi.org/10.1007/978-3-642-28572-1_33
Julian, B.J., Karaman, S., Rus, D.: On mutual information-based control of range sensing robots for mapping applications. Int. J. Robot. Res. 33(10), 1375–1392 (2014). https://doi.org/10.1177/0278364914526288
Newcombe, R.A., Izadi, S., Hilliges, O., Molyneaux, D., Kim, D., Davison, A.J., Kohli, P., Shotton, J., Hodges, S., Fitzgibbon, A.: KinectFusion: Real-time dense surface mapping and tracking. In: 10th IEEE International Symposium on Mixed and Augmented Reality, ISMAR 2011 (July 2016), pp. 127–136 (2011). https://doi.org/10.1109/ISMAR.2011.6092378
Stachniss, C., MartÃnez Mozos, Ó., Burgard, W.: Efficient exploration of unknown indoor environments using a team of mobile robots. Ann. Math. Artif. Intell. 52(2), 205–227 (2008). https://doi.org/10.1007/s10472-009-9123-z
Taylor, C.J., Cowley, A., Kettler, R., Ninomiya, K., Gupta, M., Niu, B.: Mapping with depth panoramas. In: 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2015), pp. 6265–6272 (2015)
Thrun, S., Burgard, W., Fox, D.: Probabilistic robotics. MIT press, USA (2005)
Whelan, T., Kaess, M., Fallon, M., Johannsson, H., Leonard, J., McDonald, J.: Kintinuous: Spatially extended kinectfusion (2012)
Yamauchi, B.: Frontier-based exploration using multiple robots. In: Proceedings of the Second International Conference On Autonomous Agents, pp. 47–53. ACM (1998)
Acknowledgements
The authors gratefully acknowledge the support of ARL grant W911NF-08-2-0004 and NSF grant OISE-1131011.
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Mox, D., Cowley, A., Hsieh, M.A., Taylor, C.J. (2018). Information Based Exploration with Panoramas and Angle Occupancy Grids. In: Groß, R., et al. Distributed Autonomous Robotic Systems. Springer Proceedings in Advanced Robotics, vol 6. Springer, Cham. https://doi.org/10.1007/978-3-319-73008-0_4
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DOI: https://doi.org/10.1007/978-3-319-73008-0_4
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