where V-hat represents an estimate of first layer neural network weights, W-hat represents an estimate of second layer neural network weights, Sigma-hat represents an estimate of neural network hidden-layer output, Tau-tilde represents error in an estimate of an input to the mechanical system, xnn represents an input vector to the neural network, S and T are design weighting matrices, and k is a d