# Generation of realistic real-valued sequences using Wasserstein GAN fails

My goal is to generate artificial sequences of real-valued data (e.g. time series) with GANs. Starting simple I tried to generate realistic sine-waves using a Wasserstein GAN. But even on this simple task it fails to generate any useful samples.

This is my model:

Generator

model = Sequential()


Critic

model = Sequential()