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Fully Distributed Event-Triggered Consensus for a Class of Second-Order Nonlinear Multi-agent Systems

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Abstract

The fully distributed control of networked nonlinear systems under the sampled-data control mechanism is a challenging task. The lack of global information, the unavailability of continuous communication, and the influence of nonlinear factors make most of the existing control schemes invalid. This article proposes an event-triggered consensus protocol for a class of second-order nonlinear multi-agent systems, where all global information is unavailable in the protocol design. In order to deal with the unknown nonlinear term in the differential equation which describes each subsystem, the neural network approximation method is used. It is proved that the states of all subsystems can reach bounded consensus with only intermittent and local information exchange among subsystems. In addition, the proposed event-triggered mechanism can run without continuous monitoring the triggered condition. The Zeno behavior is then excluded to guarantee the implementability of the given protocol. Finally, a demonstrative example is provided to illustrate the effectiveness of the developed control scheme.

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Availability of Data and Materials

The data sets generated during and analyzed during the current study are available from the corresponding author on reasonable request.

References

  1. X. Cai, C. Wang, G. Wang, D. Liang, Distributed consensus control for second-order nonlinear multi-agent systems with unknown control directions and position constraints. Neurocomputig 306, 61–67 (2018)

    Google Scholar 

  2. S. Chen, B. Chen, F. Shi, Distributed fault-tolerant consensus protocol for fuzzy multi-agent systems. Circuits Syst. Signal Process. 38(2), 611–624 (2019)

    MathSciNet  Google Scholar 

  3. B. Cheng, Z. Li, Designing fully distributed adaptive event-triggered controllers for networked linear systems with matched uncertainties. IEEE Trans. Neural Netw. Learn. Syst. 30(12), 3645–3655 (2019)

    MathSciNet  Google Scholar 

  4. Y. Cheng, V. Ugrinovskii, Event-triggered leader-following tracking control for multivariable multi-agent systems. Automatica 70, 204–210 (2016)

    MathSciNet  MATH  Google Scholar 

  5. D.V. Dimarogonas, E. Frazzoli, K.H. Johansson, Distributed event-triggered control for multi-agent systems. IEEE Trans. Autom. Control 57(5), 1291–1297 (2012)

    MathSciNet  MATH  Google Scholar 

  6. M. Fiedler, A property of eigenvectors of non negative symmetric matrices and its application to graph theory. Czechoslov. Math. J. 25, 619–633 (1975)

    MATH  Google Scholar 

  7. G. Freudenthaler, T. Meurer, PDE-based multi-agent formation control using flatness and backstepping: analysis, design and robot experiments. Automatica (2020). https://doi.org/10.1016/j.automatica.2020.108897

    Article  MATH  Google Scholar 

  8. F. Gao, W. Chen, Z. Li, J. Li, B. Xu, Neural network-based distributed cooperative learning control for multiagent systems via event-triggered communication. IEEE Trans. Neural Netw. Learn. Syst. 31(2), 407–419 (2020)

    MathSciNet  Google Scholar 

  9. H. Gao, A. Hu, Event-triggered pinning bipartite tracking consensus of the multi-agent system subject to input saturation. Int. J. Control Autom. Syst. 18(9), 2195–2205 (2020)

    Google Scholar 

  10. P. Gong, K. Wang, Output feedback consensus control for fractional-order nonlinear multi-agent systems with directed topologies. J. Frankl. Inst. 357(3), 1473–1493 (2020)

    MathSciNet  MATH  Google Scholar 

  11. R. Horn, C. Johnson, Matrix Analysis (Cambridge University Press, New York, 1985)

    MATH  Google Scholar 

  12. C. Hua, X. You, X. Guan, Adaptive leader-following consensus for second-order time-varying nonlinear multiagent systems. IEEE Trans. Cybern. 47(6), 1532–1539 (2017)

    Google Scholar 

  13. H. Ji, H. Zhang, Z. Ye, H. Zhang, B. Xu, G. Chen, Stochastic consensus control of second-order nonlinear multiagent systems with external disturbances. IEEE Trans. Control Netw. Syst. 5(4), 1585–1596 (2018)

    MathSciNet  MATH  Google Scholar 

  14. J. Li, J. Li, Coordination control of multi-agent systems with second-order nonlinear dynamics using fully distributed adaptive iterative learning. J. Frankl. Inst. 352(6), 2441–2463 (2015)

    MathSciNet  MATH  Google Scholar 

  15. T. Li, Z. Li, S. Fei, Z. Ding, Second-order event-triggered adaptive containment control for a class of multi-agent systems. ISA Trans. 96, 132–142 (2020)

    Google Scholar 

  16. S. Li, Y. Pan, H. Liang, Y. Tian, Event-triggered adaptive consensus tracking control for non-affine multi-agent systems. Neurocomputing 393, 46–53 (2020)

    Google Scholar 

  17. W. Li, H. Zhang, S. Sun, J. Zhang, Fully distributed event-triggered consensus protocols for multi-agent systems with physically interconnected network. Neurocomputing 418, 191–199 (2020)

    Google Scholar 

  18. T. Li, H. Zhao, A novel event-triggered communication strategy for second-order multiagent systems. ISA Trans. 97, 93–101 (2020)

    Google Scholar 

  19. D. Liu, H. Liu, F.L. Lewis, Y. Wan, Robust fault-tolerant formation control for tail-sitters in aggressive flight mode transitions. IEEE Trans. Ind. Inf. 16(1), 299–308 (2020)

    Google Scholar 

  20. X. Li, Y. Tang, H. Karimi, Consensus of multi-agent systems via fully distributed event-triggered control. Automatica (2020). https://doi.org/10.1016/j.automatica.2020.108898

    Article  MATH  Google Scholar 

  21. Y. Ma, J. Zhao, Distributed adaptive integral-type event-triggered cooperative output regulation of switched multiagent systems by agent-dependent switching with dwell time. Int. J. Robust Nonlinear Control 30(6), 2550–2569 (2020)

    MathSciNet  MATH  Google Scholar 

  22. C. Nowzari, E. Garcia, J. Cortés, Event-triggered communication and control of networked systems for multi-agent consensus. Automatica 105, 1–27 (2019)

    MathSciNet  MATH  Google Scholar 

  23. R. Olfati-Saber, R. Murray, Consensus problems in networks of agents with switching topology and time-delays. IEEE Trans. Autom. Control 49(9), 1520–1533 (2004)

    MathSciNet  MATH  Google Scholar 

  24. D. Shin, S. Bagchi, C. Wang, Toward optimal distributed monitoring of multi-channel wireless networks. IEEE Trans. Mob. Comput. 15(7), 1826–1838 (2016)

    Google Scholar 

  25. S. Song, J. Hu, D. Chen, W. Chen, Z. Wu, An event-triggered approach to robust fault detection for nonlinear uncertain Markovian jump systems with time-varying delays. Circuits Syst. Signal Process 39, 3445–3469 (2020)

    MATH  Google Scholar 

  26. P. Tabuada, Event-triggered real-time scheduling of stabilizing control tasks. IEEE Trans. Autom. Control 52(9), 1680–1685 (2007)

    MathSciNet  MATH  Google Scholar 

  27. Y. Tan, V. Venkatesh, X. Gu, Resilient self-compressive monitoring for large-scale hosting infrastructures. IEEE Trans. Parallel Distrib. Syst. 24(3), 576–586 (2013)

    Google Scholar 

  28. W. Wang, Y. Li, S. Tong, Neural-network-based adaptive event-triggered consensus control of nonstrict-feedback nonlinear systems. IEEE Trans. Neural Netw. Learn. Syst. (2020). https://doi.org/10.1109/TNNLS.2020.2991015

    Article  Google Scholar 

  29. F. Wang, Z. Liu, Z. Chen, Leader-following consensus of second-order nonlinear multi-agent systems with intermittent position measurements. Sci. China Inf. Sci. 62(10), 1–16 (2019)

    MathSciNet  Google Scholar 

  30. X. Wang, H. Su, X. Wang, G. Chen, Fully distributed event-triggered semiglobal consensus of multi-agent systems with input saturation. IEEE Trans. Ind. Electron. 64(6), 5055–5064 (2017)

    Google Scholar 

  31. X. Wang, H. Su, X. Wang, B. Liu, Second-order consensus of multi-agent systems via periodically intermittent pinning control. Circuits Syst. Signal Process. 35(7), 2413–2431 (2016)

    MathSciNet  MATH  Google Scholar 

  32. X. Xu, S. Chen, L. Gao, Observer-based consensus tracking for second-order leader-following nonlinear multi-agent systems with adaptive coupling parameter design. Neurocomputig 156, 297–305 (2015)

    Google Scholar 

  33. S. Yan, G. Zhang, T. Li, M. Shen, L. Li, Static output control of discrete-time networked control systems with an event-triggered scheme. Circuits Syst. Signal Process 37(2), 553–568 (2018)

    MathSciNet  MATH  Google Scholar 

  34. Y. Yang, B. Ding, Tracking and formation of multi-agent systems with collision and obstacle avoidance based on distributed RHC. Circuits Syst. Signal Process. 38(7), 2951–2970 (2019)

    Google Scholar 

  35. N. Yang, J. Li, Fully distributed coordination learning control of second-order nonlinear multi-agent systems with input saturation. Asian J. Control (2020). https://doi.org/10.1002/asjc.2330

    Article  Google Scholar 

  36. R. Yang, L. Liu, G. Feng, Leader-following output consensus of heterogeneous uncertain linear multiagent systems with dynamic event-triggered strategy. IEEE Trans. Syst. Man Cybern.: Syst. (2020). https://doi.org/10.1109/TSMC.2020.3034352

    Article  Google Scholar 

  37. J. Yang, F. Xiao, T. Chen, Event-triggered formation tracking control of nonholonomic mobile robots without velocity measurements. Automatica (2019). https://doi.org/10.1016/j.automatica.2019.108671

    Article  MATH  Google Scholar 

  38. P. Ye, A. Sheng, Y. Li, Bounded consensus tracking of second-order multi-agent systems using rectangular impulsive control. Nonlinear Dyn. 95, 1189–1202 (2019)

    MATH  Google Scholar 

  39. Y. Yu, D. Huang, H. Jiang, C. Hu, Consensus of second-order multi-agent systems with nonlinear dynamics via edge-based distributed adaptive protocols. J. Frankl. Inst. 353(18), 4821–4844 (2016)

    MathSciNet  MATH  Google Scholar 

  40. T. Zhang, S.S. Ge, C.C. Huang, Adaptive neural network control for strict-feedback nonlinear systems using backstepping design. Automatica 36(12), 1835–1846 (2000)

    MathSciNet  MATH  Google Scholar 

  41. J. Zhang, H. Zhang, Y. Cai, Y. Lu, Distributed cooperative output regulation of heterogeneous linear multi-agent systems based on event- and self-triggered control with undirected topology. ISA Trans. 99, 191–198 (2020)

    Google Scholar 

  42. Y. Zhao, Y. Liu, G. Wen, T. Huang, Finite-time distributed average tracking for second-order nonlinear systems. IEEE Trans. Neural Netw. Learn. Syst. 30(6), 1780–1789 (2019)

    MathSciNet  Google Scholar 

  43. Y. Zhao, Y. Liu, G. Wen, W. Ren, G. Chen, Edge-based finite-time protocol analysis with final consensus value and settling time estimations. IEEE Trans. Cybern. 50(4), 1450–1459 (2020)

    Google Scholar 

  44. Z. Zhong, L. Sun, J. Wang, P. Lv, H. Zheng, Consensus for first- and second-order discrete-time multi-agent systems with delays based on model predictive control schemes. Circuits Syst. Signal Process. 34(1), 127–152 (2015)

    MATH  Google Scholar 

  45. Y. Zhou, Y. Pan, S. Li, H. Liang, Event-triggered cooperative containment control for a class of uncertain non-identical networks. Appl. Math. Comput. (2020). https://doi.org/10.1016/j.amc.2020.125065

    Article  MathSciNet  Google Scholar 

  46. W. Zhu, Q. Zhou, D. Wang, G. Feng, Fully distributed consensus of second-order multi-agent systems using adaptive event-based control. Sci. China Inf. Sci. 61(12), 1–3 (2018)

    MathSciNet  Google Scholar 

  47. W. Zou, Y. Huang, C. Ahn, Z. Xiang, Containment control of linear multiagent systems with stochastic disturbances via event-triggered strategies. IEEE Syst. J. 14(4), 4810–4819 (2020)

    Google Scholar 

  48. W. Zou, P. Shi, Z. Xiang, Y. Shi, Finite-time consensus of second-order switched nonlinear multi-agent systems. IEEE Trans. Neural Netw. Learn. Syst. 31(5), 1757–1762 (2020)

    MathSciNet  Google Scholar 

  49. W. Zou, P. Shi, Z. Xiang, Y. Shi, Consensus tracking control of switched stochastic nonlinear multiagent systems via event-triggered strategy. IEEE Trans. Neural Netw. Learn. Syst. 31(3), 1036–1045 (2020)

    MathSciNet  Google Scholar 

  50. W. Zou, Z. Xiang, C. Ahn, Mean square leader-following consensus of second-order nonlinear multi-agent systems with noises and unmodeled dynamics. IEEE Trans. Syst. Man Cybern.: Syst. 49(12), 2478–2486 (2019)

    Google Scholar 

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Funding

This work was financially supported by the Scientific Research Significant Projects of Universities and Colleges in Jiangsu Province (16KJA460003).

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Correspondence to Hua-Jun Sun.

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Sun, HJ., Xia, R. & Yu, AL. Fully Distributed Event-Triggered Consensus for a Class of Second-Order Nonlinear Multi-agent Systems. Circuits Syst Signal Process 41, 725–742 (2022). https://doi.org/10.1007/s00034-021-01818-2

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