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eess.SY2024★ 2 cited
Bias correction and instrumental variables for direct data-driven model-reference control
Manas Mejari, Valentina Breschi, Simone Formentin +1
Managing noisy data is a central challenge in direct data-driven control design. We propose an approach for synthesizing model-reference controllers for linear time-invariant (LTI)…
eess.SY2020
Shrinkage Strategies for Structure Selection and Identification of Piecewise Affine Models
Valentina Breschi, Manas Mejari
We propose two optimization-based heuristics for structure selection and identification of PieceWise Affine (PWA) models with exogenous inputs. The first method determines the numb…