Before revision:  Our networks are multi-layer perceptrons fitted to synthetic data sets composed of circular- and sinusoidal-interface samples at various configurations.
After revision:  Our networks are multilayer perceptrons fitted to synthetic data sets composed of circular- and sinusoidal-interface samples at various configurations.