Abstract
This chapter presents two algorithms for state estimation of linear time-varying systems affected by unknown inputs. The chapter is divided into two parts. The first part presents an observer for the class of strongly observable linear time-varying systems with unknown inputs. The proposed observer uses a cascade structure to guarantee the correct state reconstruction despite bounded unknown inputs and system instability. The second part of this chapter presents a finite-time observer that exploits the structural properties of the system through a linear operator. The particular design of this observer allows for avoiding the use of a cascade structure, providing with reduced complexity an exact estimate of the states after a finite transient time, even in the presence of possible instability of the system and the effects of bounded unknown inputs.
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©2022 John Wiley and Sons. Reprinted with permission from Galván-Guerra, R., Fridman, L., and Dávila, J. (2017) High-order sliding-mode observer for linear time-varying systems with unknown inputs. Int. J. Robust. Nonlinear Control, 27: 2338–2356. https://doi.org/10.1002/rnc.3698.
©2022 IEEE. Reprinted with permission from J. Dávila, M. Tranninger and L. Fridman, “Finite-Time State Observer for a Class of Linear Time-Varying Systems With Unknown Inputs,” in IEEE Transactions on Automatic Control, vol. 67, no. 6, pp. 3149–3156, June 2022, https://doi.org/10.1109/TAC.2021.3096863.
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Notes
- 1.
Here we can use any left generalized inverse \(\left[ K(t)\mathcal {\tilde{O}}_{(\tilde{{A}},C),l_{o}}\right] ^{+}\), such that
$$ \left[ K(t)\mathcal {\tilde{O}}_{(\tilde{{A}},C),l_{o}}\right] ^{+}K(t)\mathcal{{\tilde{O}}}_{(\tilde{{A}},C),l_{o}}=I; $$and it can be computed using any methodology (see, e.g., [26], for more details about generalized inverses and its computation).
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Dávila, J., Fridman, L., Levant, A. (2023). Robust State Estimation for Linear Time-Varying Systems Using High-Order Sliding-Modes Observers. In: Oliveira, T.R., Fridman, L., Hsu, L. (eds) Sliding-Mode Control and Variable-Structure Systems. Studies in Systems, Decision and Control, vol 490. Springer, Cham. https://doi.org/10.1007/978-3-031-37089-2_6
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