TY - JOUR
T1 - L-Robust Interval Observer Design for Uncertain Nonlinear Dynamical Systems
AU - Pati, Tarun
AU - Khajenejad, Mohammad
AU - Daddala, Sai Praveen
AU - Yong, Sze Zheng
N1 - Funding Information:
This work was supported in part by NSF under Grant CNS-1932066 and Grant CNS-1943545.
Publisher Copyright:
© 2017 IEEE.
PY - 2022
Y1 - 2022
N2 - This letter presents a novel interval observer design for uncertain locally Lipschitz continuous-time (CT) and discrete-time (DT) systems with noisy nonlinear observations that is input-to-state stable (ISS) and minimizes the L1-gain of the observer error system with respect to the uncertainties. Using mixed-monotone decompositions, the proposed observer is correct and positive by construction without the need for additional constraints/assumptions. This, in turn, allows us to directly leverage techniques for positive systems to design an ISS and L1-robust interval observer via mixed-integer (linear) programs instead of semi-definite programs with linear matrix inequalities. Further, our observer design offers additional degrees of freedom that may serve as a surrogate for coordinate transformations. Finally, we demonstrate the effectiveness of our proposed observer on some CT and DT systems.
AB - This letter presents a novel interval observer design for uncertain locally Lipschitz continuous-time (CT) and discrete-time (DT) systems with noisy nonlinear observations that is input-to-state stable (ISS) and minimizes the L1-gain of the observer error system with respect to the uncertainties. Using mixed-monotone decompositions, the proposed observer is correct and positive by construction without the need for additional constraints/assumptions. This, in turn, allows us to directly leverage techniques for positive systems to design an ISS and L1-robust interval observer via mixed-integer (linear) programs instead of semi-definite programs with linear matrix inequalities. Further, our observer design offers additional degrees of freedom that may serve as a surrogate for coordinate transformations. Finally, we demonstrate the effectiveness of our proposed observer on some CT and DT systems.
KW - Observers for nonlinear systems
KW - Uncertain systems
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U2 - 10.1109/LCSYS.2022.3185555
DO - 10.1109/LCSYS.2022.3185555
M3 - Article
AN - SCOPUS:85133676786
SN - 2475-1456
VL - 6
SP - 3475
EP - 3480
JO - IEEE Control Systems Letters
JF - IEEE Control Systems Letters
ER -