Abstract
This paper investigates the state estimation problem of a distributed network testing system composed of N sensors. For the Luenberger-type observer design, they have the same observability. We first prove the existence of a class of observers under the condition of collective observability and strongly connected. The sensors network reconstructs all states under collective observability. The unobservable part is reconstructed via exchanging information with its neighbors. A consensus term is added to the traditional Luenberger observer to estimate the unobservable portions. The gain matrix design problem of local observer is solved. The asymptotic state reconstruction of communication topology and measurement information structure is realized on each sensor. Finally, the proposed observer is validated by simulation experiments.
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References
Ugrinovskii, V.: Conditions for detectability in distributed consensus-based observer networks. IEEE Trans. Autom. Control 58(10), 2659–2664 (2013)
Li, Y.C., Phillips, S., Sanfelice, R.G.: Robust distributed estimation for linear systems under intermittent information. IEEE Trans. Autom. Control 63(4), 973–988 (2018)
Wang, L., Morse, A.S.: A distributed observer for a time-invariant linear system. IEEE Trans. Autom. Control 63(7), 2123–2130 (2018)
Zhang, X.J., Hengster-Movric, K.: Decentralized design of distributed observers for LTI systems. IEEE Trans. Autom. Control 68, 6323–6329 (2023)
Li, S.H., Zhang, Z.H.: The Design of Distributed Filtering based on Lattice Rule. Signal Process. 213, 109185 (2023)
Olfati-Saber, R., Shamma, J.S.: Consensus filters for sensor networks and distributed sensor fusion. In: Proceedings of the 44th IEEE Conference on Decision and Control and 2005 European Control Conference, pp. 6698–6703. IEEE (2005)
Matei, I., Baras, J.S.B.: Consensus-based linear distributed filtering. Automatica 48(8), 1776–1782 (2012)
Millan, P., Orihuela, L., Vivas, C., Rubio, F.R.: Distributed consensus-based estimation considering network induced delays and dropouts. Automatica 48(10), 2726–2729 (2012)
Millan, P., Orihuela, L., Jurado, I., Vivas, C., Rubio, F.R.: Distributed estimation in networked systems under periodic and event-based communication policies. Int. J. Syst. Sci. 46(1), 139–151 (2015)
Khan, U.A., Jadbabaie, A.: Collaborative scalar-gain estimators for potentially unstable social dynamics with limited communication. Automatica 50(7), 1909–1914 (2014)
Kim, T., Lee, C., Shim, H.: Completely decentralized design of distributed observer for linear systems. IEEE Trans. Autom. Control 66(11), 4664–4678 (2020)
Liu, K.X., Zhu, H.H., Lv, J.H.: Cooperative stabilization of a class of LTI plants with distributed observers. IEEE Trans. Circuits Syst. I Regul. Pap. 64(7), 1891–1902 (2017)
Jenabzadeh, A., Zhang, W.D.: Tracking control problem in general linear and Lipschitz nonlinear multi-agent systems with jointly connected topology. J. Franklin Inst. 357(10), 6121–6136 (2020)
Zhang, Z., Li, H.P., Shi, Y., Zhang, S.X., Yan, W.S.: Cooperative optimal control for Lipschitz nonlinear systems over generally directed topologies. Automatica 122, 109279 (2020)
Liu, Y.F., Rao, H., Zhao, Y., Zhang, F., Huan, P.F.: Cooperative time-varying formation for multiple Lypschitz-type nonlinear systems: an event-triggered adaptive mechanism. IEEE Trans. Circuits Syst. II Express Briefs 69(2), 464–468 (2022)
Yang, G.T., Rezaee, H., Serrani, A., Parisini, T.: Sensor fault-tolerant state estimation by networks of distributed observers. IEEE Trans. Autom. Control 67(10), 5348–5360 (2022)
Park, S., Martins, N.C.: Design of distributed LTI observers for state omniscience. IEEE Trans. Autom. Control 62(2), 561–576 (2017)
Knotek, S., Hengster-Movric, K., Sebek, M.: Distributed estimation on sensor networks with measurement uncertainties. IEEE Trans. Control Syst. Technol. 29(5), 1997–2011 (2021)
Yang, G.T., Rezaee, H., Alessandri, A., Parisini, T.: State estimation using a network of distributed observers with switching communication topology. Automatica 147, 110690 (2023)
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© 2024 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.
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Li, S., Zhang, Z., Cao, Q., Chen, Y., Liu, P., Cui, J. (2024). On Existence and Design of Distributed Observer for Systems with Directed Communication. In: El Fadil, H., Zhang, W. (eds) Automatic Control and Emerging Technologies. ACET 2023. Lecture Notes in Electrical Engineering, vol 1141. Springer, Singapore. https://doi.org/10.1007/978-981-97-0126-1_39
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DOI: https://doi.org/10.1007/978-981-97-0126-1_39
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