We study the problem of achieving integral input to state stability (iISS) with respect to noise for a class of upper triangular nonlinear systems with uncertainty and measurement noise. We propose a novel step‐by‐step Lyapunov‐based design, consisting of (1) splitting an n‐dimensional system into n one‐dimensional systems, each with its own state, inputs, and measurement, (2) constructing a one‐dimensional measurement feedback controller for each one‐dimensional system, according to a certainty equivalence principle, and (3) selecting the parameters of these controllers so that their interconnection gives a measurement feedback controller for the n‐dimensional system. The stability analysis is performed through filtered Lyapunov functions, which are Lyapunov functions with parameters being the output of suitable dynamical filters.
Lyapunov-based design of iISS feedforward systems with uncertainty and noisy measurements / Battilotti, Stefano. - In: SIAM JOURNAL ON CONTROL AND OPTIMIZATION. - ISSN 0363-0129. - STAMPA. - 46:1(2007), pp. 84-115. [10.1137/050631501]
Lyapunov-based design of iISS feedforward systems with uncertainty and noisy measurements
BATTILOTTI, Stefano
2007
Abstract
We study the problem of achieving integral input to state stability (iISS) with respect to noise for a class of upper triangular nonlinear systems with uncertainty and measurement noise. We propose a novel step‐by‐step Lyapunov‐based design, consisting of (1) splitting an n‐dimensional system into n one‐dimensional systems, each with its own state, inputs, and measurement, (2) constructing a one‐dimensional measurement feedback controller for each one‐dimensional system, according to a certainty equivalence principle, and (3) selecting the parameters of these controllers so that their interconnection gives a measurement feedback controller for the n‐dimensional system. The stability analysis is performed through filtered Lyapunov functions, which are Lyapunov functions with parameters being the output of suitable dynamical filters.File | Dimensione | Formato | |
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