The most powerful unfalsified linear parameter-varying model

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Abstract

The most powerful unfalsified model (MPUM), i.e., the least complex exact model for the given data, is well established for linear time-invariant (LTI) systems. It has not been generalized for linear parameter-varying (LPV) systems. In order to do this, we define the notions of complexity for LPV systems with shifted-affine scheduling dependence. The MPUM leads to identifiability conditions and a method for exact LPV system identification. The method is based on lifting the LPV system to a higher dimensional space and LTI embedding in the lifted space. It is made rigorous by proving a formal connection between the parameters of the LTI embedding and the original LPV system.

Original languageEnglish
Article number112855
Number of pages5
JournalAutomatica
Volume186
Early online date2 Feb 2026
DOIs
Publication statusE-pub ahead of print - 2 Feb 2026

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© 2026 Elsevier Ltd

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