Abstract
In this paper, we present a system for collaborative mapping and exploration with multiple quad rotor robots. The basic architecture and development of the algorithms for mapping and exploration validate our system with both simulation and real-world experiments. We utilize the 2.5-D structure of typical indoor environments and demonstrate the deployment of multiple autonomous quadrotors equipped with IMUs and laser scanners engaged in collaborative exploration. Estimation, control and planing algorithms are highly integrated in our system to achieve robust and efficient exploration behaviors.
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References
Shen, S., Mulgaonkar, Y., Michael, N., Kumar, V.: Multi-sensor fusion for robust autonomous flight in indoor and outdoor environments with a rotorcraft mav. In: 2014 IEEE International Conference on Robotics and automation (ICRA). IEEE (2014)
Howard, A.: Multi-robot simultaneous localization and mapping using particle filters. Int. J. Robot. Res. 25(12), 1243–1256 (2006)
Thrun, S., Liu, Y.: Multi-robot slam with sparse extended information filers. In: Robotics Research, pp. 254–266. Springer (2005)
Shen, S., Michael, N., Kumar, V.: Stochastic differential equation-based exploration algorithm for autonomous indoor 3d exploration with a micro-aerial vehicle. I. J. Robot. Res. 31(12), 1431–1444 (2012)
Durrant-Whyte, H., Bailey, T.: Simultaneous localization and mapping: Part I. IEEE Robot. Autom. Mag. 13(2), 99–110 (2006)
Dellaert, F., Kaess, M.: Square root sam: simultaneous localization and mapping via square root information smoothing. Int. J. Robot. Res. 25(12), 1181–1203 (2006)
Shen, S., Michael, N., Kumar, V.: Autonomous multi-floor indoor navigation with a computationally constrained mav. In: 2011 IEEE International Conference on Robotics and automation (ICRA), pp. 20–25. IEEE (2011)
Stachniss, C., Kretzschmar, H.: Pose graph compression for laser-based slam. In: International Symposium of Robotics Research (ISRR) (2011)
Van Der Merwe, R., Wan, E.A.: Sigma-point kalman filters for integrated navigation. In: Institute of Navigation (ION) (2004)
Michael, N., Mellinger, D., Lindsey, Q., Kumar, V.: The grasp multiple micro-uav testbed. IEEE Robot. Autom. Mag. 17(3), 56–65 (2010)
Lee, T., Leoky, M., McClamroch, N.H.: Geometric tracking control of a quadrotor uav on se (3). In: 2010 49th IEEE Conference on Decision and Control (CDC), pp. 5420–5425. IEEE (2010)
Shen, S., Michael, N., Kumar, V.: Autonomous indoor 3d exploration with a micro-aerial vehicle. In: 2012 IEEE International Conference on Robotics and Automation (ICRA), May 2012, pp. 9–15
Bachrach, A., He, R., Roy, N.: Autonomous flight in unknown indoor environments. Int. J. Micro Air Veh. 1(4), 217–228 (2009)
Kim, B., Kaess, M., Fletcher, L., Leonard, J., Bachrach, A., Roy, N., Teller, S.: Multiple relative pose graphs for robust cooperative mapping. In: 2010 IEEE International Conference on Robotics and Automation (ICRA), pp. 3185–3192. IEEE (2010)
Rogers, J.G., Nieto-Granda, C., Christensen, H.I.: Coordination strategies for multi-robot exploration and mapping (2012)
Trevor, A.J.B., Rogers III J.G., Christensen, H.I.: Omnimapper: a modular multimodal mapping framework. In: 2014 IEEE International Conference on Robotics and Automation (ICRA). IEEE (2014)
Dellaert, F.: Factor graphs and gtsam: a hands-on introduction (2012)
Cunningham, A., Paluri, M., Dellaert, F.: Ddf-sam: fully distributed slam using constrained factor graphs. In: 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 3025–3030. IEEE (2010)
Censi, A.: An icp variant using a point-to-line metric. In: IEEE International Conference on Robotics and Automation, ICRA 2008, pp. 19–25. IEEE (2008)
Kaess, M., Ranganathan, A., Dellaert, F.: isam: Incremental smoothing and mapping. IEEE Trans. Robot. 24(6), 1365–1378 (2008)
Kaess, M., Johannsson, H., Roberts, R., Ila, V., Leonard, J.J., Dellaert, F.: isam2: Incremental smoothing and mapping using the bayes tree. Int. J. Robot. Res. 31(2), 216–235 (2012)
Karaman, S., Frazzoli, E.: Sampling-based algorithms for optimal motion planning. Int. J. Robot. Res. 30(7), 846–894 (2011)
Sucan, I., Moll, M., Kavraki, E.: The open motion planning library. IEEE Robot. Autom. Mag. 19(4), 72–82 (2012)
Acknowledgments
We gratefully acknowledge support from ARL Micro Autonomous Systems and Technology Collaborative Technology Alliance Grant no. W911NF-08-2-0004.
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Liu, S., Mohta, K., Shen, S., Kumar, V. (2016). Towards Collaborative Mapping and Exploration Using Multiple Micro Aerial Robots. In: Hsieh, M., Khatib, O., Kumar, V. (eds) Experimental Robotics. Springer Tracts in Advanced Robotics, vol 109. Springer, Cham. https://doi.org/10.1007/978-3-319-23778-7_57
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DOI: https://doi.org/10.1007/978-3-319-23778-7_57
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