A data-driven controllability measure for linear discrete-time systems

A geometric framework for constraints and data: from linear systems to convex processes

“…In addition to data-driven control we also mention the data-driven analysis methods of e.g. [106,125,178,188].…”

“…The authors of [130] analyze the stability of an input/output system using time series data. The papers [106,125,178,188] deal with data-based controllability and observability analysis. Moreover, the problem of verifying dissipativity on the basis of measured system trajectories has been studied in [22,113,143,144].…”

“…Analysis of system properties based on data has been studied also in [106,125,178,188], which deal with data-based controllability and observability analysis. Whereas in the present chapter general data sets are allowed, these references impose restrictions on the data.…”

“…With regard to unconstrained linear systems [130] analyzes stability of an input/output system using time series data. The works [106,125,178,188] deal with data-based controllability and observability analysis. Lastly, many methods arising from Model Predictive Control (MPC) are well suited to constrained systems.…”

From data and structure to models and controllers

“…The authors of [164] analyze the stability of an input/output system using time series data. The papers [111,155,232,248] deal with data-based controllability and observability analysis. Moreover, the problem of verifying dissipativity on the basis of measured system trajectories has been studied in several recent contributions, see [16,100,101,131,178,179].…”