Observability analysis and observer design for a nonlinear three-tank system: Theory and experiments

Santiago Rúa, Rafael E. Vásquez, Naveen Crasta, Carlos A. Zuluaga

    Research output: Contribution to journalArticle in an indexed scientific journalpeer-review

    4 Scopus citations

    Abstract

    This paper addresses the observability analysis and observer design for a nonlinear interacting three-tank system. The plant configuration is first described using the process and instrumentation diagram (P&ID) and a state–space realization is derived; some insights about the behavior of the nonlinear system, considering equilibrium points and the phase portrait are provided. Then, observability in the Hermann–Krener sense is analyzed. A high-gain observer (HGO) is then designed, using the equivalence of the original state–space realization with its observability canonical form, in order to guarantee convergence of the state estimation. The performance was validated through simulation and experiments in a multipurpose plant equipped with real sensors; the HGO response was compared to a Luenberger observer (for a linear approximation of the plant) and the Extended Kalman Filter (for which convergence is not guaranteed), considering nonlinearities, interaction, disturbances and noise. Theoretical and experimental results show that the HGO can provide robust estimation and disturbance rejection, despite the sensitivity of HGOs to noisy variables in processes such as level of liquids.

    Original languageEnglish
    Article number6738
    Pages (from-to)1-20
    Number of pages20
    JournalSensors (Switzerland)
    Volume20
    Issue number23
    DOIs
    StatePublished - 2 Nov 2020

    Bibliographical note

    Publisher Copyright:
    © 2020 by the authors. Licensee MDPI, Basel, Switzerland.

    Keywords

    • Advanced process control
    • High-gain observer
    • Observability analysis
    • Soft sensor
    • State estimation
    • Three-tank system

    Types Minciencias

    • Artículos de investigación con calidad A2 / Q2

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