Abstract
This paper presents extensions to the consensus-based bundle algorithm (CBBA) for distributed task planning to take into account rewards obtained en route in the information-gathering missions. The key idea is to incorporate acquired information on the fly when defining scores of the assigned tasks in the re-plan process so that agents can react to the changes in the environment with correct awareness of the executed task scores. Two methods are proposed to quantify this en route acquired information – linear heuristic and entropy-based reward. Numerical simulation results demonstrate that the proposed methods facilitate agents to perform more tasks and thus achieve higher overall scores.
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References
Alighanbari, M., How, J.P.: An unbiased kalman consensus algorithm. In: American Control Conference, p. 6 (June 2006)
Alighanbari, M.: Task assignment algorithms for teams of uavs in dynamic environments. Master’s thesis, Massachusetts Institute of Technology (2004)
Argyle, M., Casbeer, D.W., Beard, R.: A multi-team extension of the consensus-based bundle algorithm. In: Proceedings of the American Control Conference, pp. 5376–5381 (2011)
Beard, R.W., McLain, T.W.: Coordination variables, coordination functions, and cooperative-timing missions. Journal of Guidance, Control and Dynamics 28(1), 150–161 (2005)
Bellingham, J., Tillerson, M., Richards, A., How, J.P.: Multi-task allocation and path planning for cooperating UAVs. In: Cooperative Control: Models, Applications, and Algorithms, pp. 23–41. Springer (2003)
Bertsekas, D.P.: Auction algorithms for network flow problems: A tutorial introduction. Computational Optimization and Applications 1, 7–66 (1992), doi:10.1007/BF00247653
Bertsekas, D.P.: Auction algorithmsauction algorithms. In: Floudas, C.A., Pardalos, P.M. (eds.) Encyclopedia of Optimization, pp. 73–77. Springer, US (2001)
Casbeer, D.W., Millet, P.T., Akella, M.R.: An extension of consensus-based auction algorithms for decentralized, time-constrained task assignment. In: Proceedings of the American Control Conference, pp. 6324–6329 (2010)
Cassandras, C.G., Li, W.: A receding horizon approach for solving some cooperative control problems. In: Proceedings of the 41st IEEE Conference on Decision and Control, vol. 4, pp. 3760–3765 (December 2002)
Castanon, D.A., Wu, C.: Distributed algorithms for dynamic reassignment. In: Proceedings of the 42nd IEEE Conference on Decision and Control, vol. 1, pp. 13–18 (December 2003)
Choi, H.L., Brunet, L., How, J.P.: Consensus-based decentralized auctions for robust task allocation. IEEE Transactions on Robotics 25(4), 912–926 (2009)
Choi, H.L., How, J.P.: Efficient targeting of sensor networks for large-scale systems. IEEE Transactions on Control Systems Technology (99), 1 (2011)
Cover, T.M., Thomas, J.A., Wiley, J., et al.: Elements of information theory, vol. 6. Wiley Online Library (1991)
Curtis, J.W., Murphey, R.: Simultaneous area search and task assignment for a team of cooperative agents. In: 2003 AIAA Guidance, Navigation, and Control Conference and Exhibit (2003)
Dias, M.B., Zlot, R., Kalra, N., Stentz, A.: Market-based multirobot coordination: A survey and analysis. Proceedings of the IEEE 94(7), 1257–1270 (2006)
Gerkey, B.P., Mataric, M.J.: Sold!: auction methods for multirobot coordination. IEEE Transactions on Robotics and Automation 18(5), 758–768 (2002)
Jin, Y., Minai, A.A., Polycarpou, M.M.: Cooperative real-time search and task allocation in uav teams. In: Proceedings of the 42nd IEEE Conference on Decision and Control, vol. 1, pp. 7–12 (December 2003)
Johnson, L., Choi, H.L., Ponda, S., How, J.P.: Allowing non-submodular score functions in distributed task allocation. In: IEEE Conference on Decision and Control, CDC (2012)
Le Pape, C.: A combination of centralized and distributed methods for multi-agent planning and scheduling. In: Proceedings of the 1990 IEEE International Conference on Robotics and Automation, vol. 1, pp. 488–493 (May 1990)
Lee, W.-S.: Cooperative guidance of multiple uavs for improved target tracking. PhD thesis, KAIST (2011)
Manyika, J., Durrant-Whyte, H.F.: Data fusion and sensor management: A decentralized information-theoretic approach (1994)
Moallemi, C.C., Van Roy, B.: Consensus propagation. IEEE Transactions on Information Theory 52(11), 4753–4766 (2006)
Olfati-Saber, R., Murray, R.M.: Consensus problems in networks of agents with switching topology and time-delays. IEEE Transactions on Automatic Control 49(9), 1520–1533 (2004)
Olshevsky, A., Tsitsiklis, J.N.: Convergence rates in distributed consensus and averaging. In: 2006 45th IEEE Conference on Decision and Control, pp. 3387–3392 (December 2006)
Ponda, S.S., Johnson, L.B., Choi, H.-L., How, J.P.: Distributed planning strategies to ensure network connectivity for dynamic heterogeneous teams. IEEE Journal on Selected Areas in Communications 30(5), 861–869 (2012)
Ren, W., Beard, R.W., Atkins, E.M.: Information consensus in multivehicle cooperative control. IEEE Control Systems 27(2), 71–82 (2007)
Ren, W., Beard, R.W., Kingston, D.B.: Multi-agent kalman consensus with relative uncertainty. In: Proceedings of the 2005 American Control Conference, vol. 3, pp. 1865–1870 (June 2005)
Satterly, M.T., Stubbs, L.C.D., Gilbert, M.G.D., Iler, M.C.L., Glen, C.K.B.: Intelligence preparation of the battlespace - an airman’s introduction. Air Chronicles 26 (1999)
Schumacher, C., Chandler, P.R., Rasmussen, S.R.: Task allocation for wide area search munitions. In: Proceedings of the 2002 American Control Conference, vol. 3, pp. 1917–1922 (2002)
Shima, T., Rasmussen, S.J., Chandler, P.: Uav team decision and control using efficient collaborative estimation. In: Proceedings of the 2005 American Control Conference, vol. 6, pp. 4107–4112 (June 2005)
Turra, D., Pollini, L., Innocenti, M.: Fast unmanned vehicles task allocation with moving targets. In: 43rd IEEE Conference on Decision and Control, CDC 2004, vol. 4, pp. 4280–4285 (December 2004)
Whitten, A.K., Choi, H.-L., Johnson, L.B., How, J.P.: Decentralized task allocation with coupled constraints in complex missions. In: Proceedings of the American Control Conference (2011)
Xu, L., Ozguner, U.: Battle management for unmanned aerial vehicles. In: Proceedings of the 42nd IEEE Conference on Decision and Control, vol. 4, pp. 3585–3590 (December 2003)
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Kim, SH., An, ST., Choi, HL. (2013). Decentralized Task Re-planning Approaches with en Route Information Rewards. In: Kim, JH., Matson, E., Myung, H., Xu, P. (eds) Robot Intelligence Technology and Applications 2012. Advances in Intelligent Systems and Computing, vol 208. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-37374-9_57
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DOI: https://doi.org/10.1007/978-3-642-37374-9_57
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