Scale-free vision-based aerial control of a ground formation with hybrid topology (2401.13610v1)
Abstract: We present a novel vision-based control method to make a group of ground mobile robots achieve a specified formation shape with unspecified size. Our approach uses multiple aerial control units equipped with downward-facing cameras, each observing a partial subset of the multirobot team. The units compute the control commands from the ground robots' image projections, using neither calibration nor scene scale information, and transmit them to the robots. The control strategy relies on the calculation of image similarity transformations, and we show it to be asymptotically stable if the overlaps between the subsets of controlled robots satisfy certain conditions. The presence of the supervisory units, which coordinate their motions to guarantee a correct control performance, gives rise to a hybrid system topology. All in all, the proposed system provides relevant practical advantages in simplicity and flexibility. Within the problem of controlling a team shape, our contribution lies in addressing several simultaneous challenges: the controller needs only partial information of the robotic group, does not use distance measurements or global reference frames, is designed for unicycle agents, and can accommodate topology changes. We present illustrative simulation results.
- B. D. O. Anderson, C. Yu, B. Fidan, and J. M. Hendrickx, “Rigid graph control architectures for autonomous formations,” IEEE Control Systems, vol. 28, no. 6, pp. 48–63, 2008.
- J. Cortés, “Global and robust formation-shape stabilization of relative sensing networks,” Automatica, vol. 45, no. 12, pp. 2754–2762, 2009.
- W. Ren, “Consensus tracking under directed interaction topologies: Algorithms and experiments,” IEEE Transactions on Control Systems Technology, vol. 18, no. 1, pp. 230–237, 2010.
- X. Cai and M. de Queiroz, “Adaptive rigidity-based formation control for multirobotic vehicles with dynamics,” IEEE Transactions on Control Systems Technology, vol. 23, no. 1, pp. 389–396, 2015.
- K.-K. Oh, M.-C. Park, and H.-S. Ahn, “A survey of multi-agent formation control,” Automatica, vol. 53, pp. 424–440, 2015.
- A. N. Bishop, I. Shames, and B. D. O. Anderson, “Stabilization of rigid formations with direction-only constraints,” in IEEE Conf. on Decision and Control and European Control Conference, 2011, pp. 746–752.
- T. Eren, “Formation shape control based on bearing rigidity,” International Journal of Control, vol. 85, no. 9, pp. 1361–1379, 2012.
- A. Franchi and P. Robuffo Giordano, “Decentralized control of parallel rigid formations with direction constraints and bearing measurements,” in IEEE Conference on Decision and Control, 2012, pp. 5310–5317.
- S. Coogan and M. Arcak, “Scaling the size of a formation using relative position feedback,” Automatica, vol. 48, no. 10, pp. 2677–2685, 2012.
- E. Schoof, A. Chapman, and M. Mesbahi, “Bearing-compass formation control: A human-swarm interaction perspective,” in American Control Conference, 2014, pp. 3881–3886.
- Z. Lin, L. Wang, Z. Han, and M. Fu, “Distributed formation control of multi-agent systems using complex Laplacian,” IEEE Transactions on Automatic Control, vol. 59, no. 7, pp. 1765–1777, 2014.
- S. Zhao and D. Zelazo, “Bearing rigidity and almost global bearing-only formation stabilization,” IEEE Trans. Autom. Control, vol. 61, no. 5, pp. 1255–1268, 2016.
- D. Zelazo, P. Robuffo Giordano, and A. Franchi, “Bearing-only formation control using an SE(2) rigidity theory,” in IEEE Conference on Decision and Control, 2015, pp. 6121–6126.
- Z. Han, L. Wang, Z. Lin, and R. Zheng, “Formation control with size scaling via a complex Laplacian-based approach,” IEEE Transactions on Cybernetics, vol. 46, no. 10, pp. 2348–2359, 2016.
- N. Moshtagh, N. Michael, A. Jadbabaie, and K. Daniilidis, “Vision-based, distributed control laws for motion coordination of nonholonomic robots,” IEEE Trans. Robotics, vol. 25, no. 4, pp. 851–860, 2009.
- E. Montijano, J. Thunberg, X. Hu, and C. Sagüés, “Epipolar visual servoing for multirobot distributed consensus,” IEEE Transactions on Robotics, vol. 29, no. 5, pp. 1212–1225, 2013.
- N. Michael, J. Fink, and V. Kumar, “Controlling ensembles of robots via a supervisory aerial robot,” Adv. Robotics, vol. 22, no. 12, pp. 1361–1377, 2008.
- M. Schwager, B. Julian, M. Angermann, and D. Rus, “Eyes in the sky: Decentralized control for the deployment of robotic camera networks,” Proceedings of the IEEE, vol. 99, no. 9, pp. 1541–1561, 2011.
- G. López-Nicolás, M. Aranda, Y. Mezouar, and C. Sagüés, “Visual control for multirobot organized rendezvous,” IEEE Trans. Sys., Man, and Cybern., Part B: Cybern., vol. 42, no. 4, pp. 1155–1168, 2012.
- L. R. García Carrillo, G. R. Flores Colunga, G. Sanahuja, and R. Lozano, “Quad rotorcraft switching control: An application for the task of path following,” IEEE Transactions on Control Systems Technology, vol. 22, no. 4, pp. 1255–1267, 2014.
- M. Aranda, G. López-Nicolás, C. Sagüés, and Y. Mezouar, “Formation control of mobile robots using multiple aerial cameras,” IEEE Transactions on Robotics, vol. 31, no. 4, pp. 1064–1071, 2015.
- F. Poiesi and A. Cavallaro, “Distributed vision-based flying cameras to film a moving target,” in IEEE/RSJ International Conference on Intelligent Robots and Systems, 2015, pp. 2453–2459.
- J. Chen, X. Zhang, B. Xin, and H. Fang, “Coordination between unmanned aerial and ground vehicles: A taxonomy and optimization perspective,” IEEE Trans. Cybernetics, vol. 46, no. 4, pp. 959–972, 2016.
- R. Olfati-Saber, J. A. Fax, and R. M. Murray, “Consensus and cooperation in networked multi-agent systems,” Proceedings of the IEEE, vol. 95, no. 1, pp. 215–233, 2007.
- K. Liu, Z. Ji, G. Xie, and L. Wang, “Consensus for heterogeneous multi-agent systems under fixed and switching topologies,” Journal of the Franklin Institute, vol. 352, no. 9, pp. 3670–3683, 2015.
- O. Bourquardez, R. Mahony, N. Guenard, F. Chaumette, T. Hamel, and L. Eck, “Image-based visual servo control of the translation kinematics of a quadrotor aerial vehicle,” IEEE Transactions on Robotics, vol. 25, no. 3, pp. 743–749, 2009.
- J. P. Hespanha and A. S. Morse, “Stability of switched systems with average dwell-time,” in IEEE Conference on Decision and Control, 1999, pp. 2655–2660.