  We apply a fully connected neural network to determine the shape of the
lacunae in the solutions of the wave equation. Lacunae are the regions of
quietness behind the trailing fronts of the propagating waves. The network is
trained using a computer simulated data set containing a sufficiently large
number of samples. The network is then shown to correctly reconstruct the shape
of lacunae including the configurations when it is fully enclosed.
