This paper proposes a non-iterative direct data-driven technique that deals with linear time-invariant (LTI) controller design by directly identifying the controller from input-output data without using plant identification. We define the feasible controller parameter set and formulate the problem of designing a controller to match the behaviour of a given reference model as an equivalent set-membership errors-in-variables problem. Then we design the controller parameters by applying recent results in set-membership errors-in-variables identification. Finally, we analyse the effectiveness of the presented technique through simulation examples and experimental results.
A Non-Iterative Approach to Direct Data-Driven Control Design of MIMO LTI Systems / Abuabiah, Mohammad; Cerone, Vito; Pirrera, Simone; Regruto, Diego. - In: IEEE ACCESS. - ISSN 2169-3536. - 11:(2023), pp. 121671-121687. [10.1109/ACCESS.2023.3329070]
A Non-Iterative Approach to Direct Data-Driven Control Design of MIMO LTI Systems
Cerone, Vito;Pirrera, Simone;Regruto, Diego
2023
Abstract
This paper proposes a non-iterative direct data-driven technique that deals with linear time-invariant (LTI) controller design by directly identifying the controller from input-output data without using plant identification. We define the feasible controller parameter set and formulate the problem of designing a controller to match the behaviour of a given reference model as an equivalent set-membership errors-in-variables problem. Then we design the controller parameters by applying recent results in set-membership errors-in-variables identification. Finally, we analyse the effectiveness of the presented technique through simulation examples and experimental results.File | Dimensione | Formato | |
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https://hdl.handle.net/11583/2983667