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Group consensus of heterogeneous multi-agent systems with packet loss and unknown speed of second-order agents in cooperative–competitive networks

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Abstract

The group consensus problem is investigated for discrete-time heterogeneous multi-agent systems with unknown speed of second-order agents in cooperative–competitive networks. Time delays and data packet loss are considered in the systems, and novel group consensus control protocols are designed. By using graph theory, matrix theory, and the frequency domain approach, some sufficient conditions for group consensus are obtained, and the upper bound of the allowed time delay in the consensus system is given. Finally, a series of simulation experiments are presented to verify the effectiveness of the propounded control protocol.

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References

  1. Zhan, C., Zeng, Y., Zhang, R.: Trajectory design for distributed estimation in UAV-enabled wireless sensor network. IEEE Trans. Veh. Technol. 67(10), 10155–10159 (2018)

    Google Scholar 

  2. Zhan, C., Zeng, Y., Zhang, R.: Energy-efficient data collection in UAV enabled wireless sensor network. IEEE Wirel. Commun. Lett. 7(3), 328–331 (2017)

    Google Scholar 

  3. Li, Z., Deng, J., Lu, R., Xu, Y., Bai, J., Su, C.: Trajectory-tracking control of mobile robot systems incorporating neural-dynamic optimized model predictive approach. IEEE Trans. Syst. Man Cybern. Syst. 46(6), 740–749 (2015)

    Google Scholar 

  4. Boukens, M., Boukabou, A.: Design of an intelligent optimal neural network-based tracking controller for nonholonomic mobile robot systems. Neurocomputing 226, 46–57 (2017)

    Google Scholar 

  5. Sun, F., Li, H., Zhu, W., Juergen, K.: Fixed-time formation tracking for multiple nonholonomic wheeled mobile robots based on distributed observer. Nonlinear Dyn. 106(4), 3331–3349 (2021)

    Google Scholar 

  6. Han, Z., Guo, K., Xie, L., Lin, Z.: Integrated relative localization and leader-follower formation control. IEEE Trans. Autom. Control 64(1), 20–34 (2018)

    MathSciNet  MATH  Google Scholar 

  7. Proskurnikov, A.V., Matveev, A.S., Cao, M.: Opinion dynamics in social networks with hostile camps: consensus vs polarization. IEEE Trans. Autom. Control 61(6), 1524–1536 (2015)

    MathSciNet  MATH  Google Scholar 

  8. Wang, Y., Liu, X., Xiao, J., Shen, Y.: Output formation-containment of interacted heterogeneous linear systems by distributed hybrid active control. Automatica 93, 26–32 (2018)

    MathSciNet  MATH  Google Scholar 

  9. Liu, Z., Wen, G., Yu, X., Guan, Z., Huang, T.: Delayed impulsive control for consensus of multi-agent systems with switching communication graphs. IEEE Trans. Cybern. 50(7), 3045–3055 (2020)

    Google Scholar 

  10. Li, X., Liu, J., Li, X.: Consensus of first-order discrete-time multi-agent systems with time delays. J. Franklin Inst. 356(10), 5315–5331 (2019)

    MathSciNet  MATH  Google Scholar 

  11. Wang, Y., Lei, Y., Bian, T., Guan, Z.: Distributed control of nonlinear multi-agent systems with unknown and nonidentical control directions via event-triggered communication. IEEE Trans. Cybern. 50(5), 1820–1832 (2020)

    Google Scholar 

  12. Wang, Z., Xu, J., Song, X., Zhang, H.: Consensus problem in multi-agent systems under delayed information. Neurocomputing 316, 277–283 (2018)

    Google Scholar 

  13. Zheng, Y., Zhao, Q., Ma, J., Wang, L.: Second-order consensus of hybrid multi-agent systems. Syst. Control Lett. 125, 51–58 (2019)

    MathSciNet  MATH  Google Scholar 

  14. Ren, J., Song, Q., Lu, G.: Event-triggered bipartite leader-following consensus of second-order nonlinear multi-agent systems under signed digraph. J. Franklin Inst. 356(12), 6591–6609 (2019)

    MathSciNet  MATH  Google Scholar 

  15. Liu, Z., Yu, X., Guan, Z., Hu, B., Li, C.: Pulse-Modulated intermittent control in consensus of multi-agent systems. IEEE Trans. Syst. Man Cybern. Syst. 47(5), 783–793 (2017)

    Google Scholar 

  16. Wang, G., Wang, X., Li, S.: Sliding-mode consensus algorithms for disturbed second-order multi-agent systems. J. Franklin Inst. 355(15), 7443–7465 (2018)

    MathSciNet  MATH  Google Scholar 

  17. Zou, W., Xiang, Z., Ahn, C.K.: Mean square leader-following consensus of second-order nonlinear multiagent systems with noises and unmodeled dynamics. IEEE Trans. Syst. Man Cybern. Syst. 49(12), 2478–2486 (2018)

    Google Scholar 

  18. Sun, F., Liao, X., Kurths, J.: Mean-square consensus for heterogeneous multi-agent systems with probabilistic time delay. Inf. Sci. 543, 112–124 (2021)

    MathSciNet  MATH  Google Scholar 

  19. Li, X., Li, C., Yang, Y.: Heterogeneous linear multi-agent consensus with nonconvex input constraints and switching graphs. Inf. Sci. 501, 397–405 (2019)

    MathSciNet  MATH  Google Scholar 

  20. Li, C., Liu, G.: Consensus for heterogeneous networked multi-agent systems with switching topology and time-varying delays. J. Franklin Inst. 355(10), 4198–4217 (2018)

    MathSciNet  MATH  Google Scholar 

  21. Tian, X., Liu, H., Liu, H.: Robust finite-time consensus control for multi-agent systems with disturbances and unknown velocities. ISA Trans. 80, 73–80 (2018)

    Google Scholar 

  22. Hua, C., Sun, X., You, X., Guan, X.: Finite-time consensus control for second-order multi-agent systems without velocity measurements. Int. J. Syst. Sci. 48(2), 337–346 (2017)

    MathSciNet  MATH  Google Scholar 

  23. Zhao, Y., Duan, Z., Wen, G.: Distributed finite-time tracking of multiple Euler-Lagrange systems without velocity measurements. Int. J. Robust Nonlinear Control 25(11), 1688–1703 (2015)

    MathSciNet  MATH  Google Scholar 

  24. Guo, S., Mo, L., Yu, Y.: Mean-square consensus of heterogeneous multi-agent systems with communication noises. J. Franklin Inst. 355(8), 3717–3736 (2018)

    MathSciNet  MATH  Google Scholar 

  25. Ma, J., Zheng, Y., Wang, L.: Nash equilibrium topology of multi-agent systems with competitive groups. IEEE Trans. Ind. Electron. 64(6), 4956–4966 (2017)

    Google Scholar 

  26. Yu, F., Ji, L., Yang, S.: Group consensus for a class of heterogeneous multi-agent networks in the competition systems. Neurocomputing 416, 165–171 (2020)

    Google Scholar 

  27. Ji, L., Yu, X., Li, C.: Group consensus for heterogeneous multiagent systems in the competition networks with input time delays. IEEE Trans. Syst. Man Cybern. Syst. 50(11), 4655–4663 (2018)

    Google Scholar 

  28. Hu, H., Xuan, Q., Yu, W., Zhang, C., Xie, G.: Second-order consensus for heterogeneous multi-agent systems in the cooperation-competition network: a hybrid adaptive and pinning control approach. Nonlinear Anal. Hybrid Syst 20, 21–36 (2016)

    MathSciNet  MATH  Google Scholar 

  29. Hu, A., Park, J., Cao, J., Hu, M., Luo, Y.: Event-triggered bipartite consensus over cooperation-competition networks under DOS attacks. Sci. China Technol. Sci. 64(1), 157–168 (2021)

    Google Scholar 

  30. Meng, X., Gao, H.: High-order bipartite containment control in multi-agent systems over time-varying cooperation-competition networks. Neurocomputing 359, 509–516 (2019)

    Google Scholar 

  31. Wu, Y., Hu, B., Guan, Z.: Consensus problems over cooperation-competition random switching networks with noisy channels. IEEE Trans. Neural Netw. Learn. Syst. 30(1), 35–43 (2018)

    MathSciNet  Google Scholar 

  32. Pu, X., Ren, L., Liu, Y., Ji, L.: Group consensus of multi-agent systems with cooperative-competitive interaction and communication delay in switching topologies networks based on the delta operator method. Neurocomputing 390, 57–68 (2020)

    Google Scholar 

  33. Xia, H., Huang, T., Shao, J., Yu, J.: Group consensus of multi-agent systems with communication delays. Neurocomputing 171, 1666–1673 (2016)

    Google Scholar 

  34. Pu, X., Zhao, L., Xiong, C.: Weighted group consensus for discrete-time heterogeneous multi-agent systems in the cooperative-competitive network with time delays. IEEE Access 7, 123679–123688 (2019)

  35. Li, X., Yu, Z., Li, Z., Wu, N.: Group consensus via pinning control for a class of heterogeneous multi-agent systems with input constraints. Inf. Sci. 542, 247–262 (2021)

    MathSciNet  MATH  Google Scholar 

  36. Yu, J., Shi, Y.: Scaled group consensus in multiagent systems with first/second-order continuous dynamics. IEEE Tran. Cybern. 48(8), 2259–2271 (2017)

    Google Scholar 

  37. Ji, L., Gao, T., Liao, X.: Couple-group consensus for cooperative-competitive heterogeneous multiagent systems: hybrid adaptive and pinning methods. IEEE Trans. Syst. Man Cybern. Syst. 51(9), 5367–5376 (2021)

    Google Scholar 

  38. Hao, L., Zhan, X., Wu, J., Tao, H., Yan, H.: Fixed-time group consensus of nonlinear multi-agent systems via pinning control. Int. J. Control Autom. Syst. 19(1), 200–208 (2021)

    Google Scholar 

  39. Shi, L., Shao, J., Cao, M., Xia, H.: Asynchronous group consensus for discrete-time heterogeneous multi-agent systems under dynamically changing interaction topologies. Inf. Sci. 463, 282–293 (2018)

    MathSciNet  MATH  Google Scholar 

  40. Shang, Y.: Couple-group consensus of continuous-time multi-agent systems under Markovian switching topologies. J. Franklin Inst. 352(11), 4826–4844 (2015)

    MathSciNet  MATH  Google Scholar 

  41. Pu, X., Ren, L., Liu, Y., Pu, R.: Couple-group consensus for heterogeneous MASs under switched topologies in cooperative-competitive systems: A hybrid pinning and delta operator skills. Neurocomputing 441, 335–349 (2021)

    Google Scholar 

  42. Jiang, X., Xia, G., Feng, Z., Jiang, Z.: Consensus tracking of data-sampled nonlinear multi-agent systems with packet loss and communication delay. IEEE Trans. Netw. Sci. Eng. 8(1), 126–137 (2020)

    MathSciNet  Google Scholar 

  43. Ali, M., Agalya, R., Saroha, S., Saeed, T.: Leaderless consensus of non-linear mixed delay multi-agent systems with random packet losses via sampled-data control. Int. J. Control Autom. Syst. 18(7), 1885–1893 (2020)

    Google Scholar 

  44. Li, L., Hu, A., Gao, H.: Node-to-node consensus of multi-agent networks with event-triggered control and packet losses. Asian J. Control 23(1), 600–608 (2021)

    MathSciNet  Google Scholar 

  45. Zhang, W., Tang, Y., Huang, T., Kurths, J.: Sampled-data consensus of linear multi-agent systems with packet losses. IEEE Trans. Neural Netw. Learn. Syst. 28(11), 2516–2527 (2016)

    MathSciNet  Google Scholar 

  46. Cui, W., Tang, Y., Fang, J., Kurths, J.: Consensus analysis of second-order multi-agent networks with sampled data and packet losses. IEEE Access 4, 8127–8137 (2016)

    Google Scholar 

  47. Xing, M., Deng, F., Hu, Z.: Sampled-data consensus for multiagent systems with time delays and packet losses. IEEE Trans. Neural Netw. Learn. Syst. 50(1), 203–210 (2018)

    Google Scholar 

  48. Deng, X., Sun, X., Liu, S.: Iterative learning control for leader-following consensus of nonlinear multi-agent systems with packet dropout. Int. J. Control Autom. Syst. 17(8), 2135–2144 (2019)

    Google Scholar 

  49. Ni, J., Shi, P., Zhao, Y., Wu, Z.: Fixed-time output consensus tracking for high-order multi-agent systems with directed network topology and packet dropout. IEEE/CAA J. Autom. Sin. 8(4), 817–836 (2021)

  50. Horn, R.A.: C R. Matrix Analysis. Cambridge University Press, Johnson (1985)

  51. Ren, W., Beard, R.W.: Distributed Consensus in Multi-vehicle Cooperative Control. Springer, London (2008)

    MATH  Google Scholar 

  52. Tian, Y., Liu, C.: Consensus of multi-agent systems with diverse input and communication delays. IEEE Trans. Autom. Control 53(9), 2122–2128 (2008)

  53. Hu, S.: Automatic Control Principle (Seventh Edition) in Chinese, pp. 218–223. Science Press, Beijing (2019)

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Acknowledgements

The authors gratefully appreciate the precious comments and the constructive suggestions of the editors and reviewers, which have assisted in significantly improving the quality of the paper.

Funding

This work is supported by the National Natural Science Foundation of China (Grant Nos. 61673080 and 61773082), the Natural Science Funds of Chongqing CSTC (Grant No. cstc2019jcyj-msxmX0102), the Science and Technology Research Program of Chongqing Municipal Education Commission (Grant No. KJZD-K202000601), the Graduate Student Research Innovation Project of Chongqing (Grant No. CYS22482) and the Research and Training Program for College Students of Chongqing University of Posts and Telecommunications (Grant No. A2022-256).

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Correspondence to Fenglan Sun.

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Sun, F., Wu, X., Kurths, J. et al. Group consensus of heterogeneous multi-agent systems with packet loss and unknown speed of second-order agents in cooperative–competitive networks. Nonlinear Dyn 110, 3447–3461 (2022). https://doi.org/10.1007/s11071-022-07780-1

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