model.add(LSTM(input_shape=(1,), input_dim=1, output_dim=15, return_sequences=True))

model.add(LSTM(input_shape=(1,), input_dim=1, output_dim=15, return_sequences=False))

model.add(Dense(1))

model.add(Activation('linear'))