On Equivalence of Data Informativity for Identification and Data-Driven Control of Partially Observable Systems
نویسندگان
چکیده
This study shows that the informativity for identification of partially observable systems is equivalent to designing dynamical measurement-feedback stabilizers. finding entirely different from input-state case, where direct data-driven design state-feedback stabilizers requires less than system identification. We derive equivalence between two types based on a newly introduced vector autoregressive with exogenous input (VARX) framework, which suitable time-domain analyses such as state-space models while directly representing input–output characteristics transfer functions. Moreover, we show duality characterization all VARX explaining data and controllers stabilizing models.
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ژورنال
عنوان ژورنال: IEEE Transactions on Automatic Control
سال: 2022
ISSN: ['0018-9286', '1558-2523', '2334-3303']
DOI: https://doi.org/10.1109/tac.2022.3202082