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RandONets - MATLAB Code (J. Comp. Phys). RandONets (Random projection-based Operator Networks) is a MATLAB implementation designed for learning efficiently linear and nonlinear ...

We present a machine learning method based on random projections with Johnson-Lindenstrauss (JL) and/or Rahimi and Recht (2007) Random Fourier Features (RFFN) for efficiently learning linear and ...
IEEE

Output Tracking Control for Nonlinear Affine Systems With Relative Degree Two Based on Control Barrier Functions

Abstract: Nonlinear affine systems with relative degree two widely exist in the control field, and the unified output tracking control approach of these systems is still an open problem. This paper ...
IEEE

An Improved Quadratic Function Negative Definiteness Lemma for the Stabilization of Nonlinear Cyber–Physical Systems With Actuator Faults

Abstract: This article deals with the stabilization of nonlinear cyber–physical systems (CPS) subject to actuator faults via the fault-tolerant control (FTC) algorithm. First, to tackle the ...