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Showing 1 to 2 of 2 for “"Input-output maps"”.

  1. Universal approximation of input-output maps and dynamical systems by neural network architectures

    … such as sequence-to-sequence transformations or input-output characteristics of systems of differential equations. For discrete-time input-output maps having limited long-term memory, we prove universal approximation guarantees for temporal convolutional nets constructed using only a finite …

    uiuc Repository record for Universal approximation of input-output maps and dynamical systems by neural network architectures (opens in a new tab)

  2. Stability and robustness of adaptive controllers for underactuated Lagrangian systems and robotic networks

    … promotes the use of a filter in the control input to improve the system robustness. The characteristics of the controller are represented by two decoupled indicators. First, the adaptation gain determines the rate of adaptation, as well as the deviation between the adaptive control system and …

    uiuc Repository record for Stability and robustness of adaptive controllers for underactuated Lagrangian systems and robotic networks (opens in a new tab)