Following on from the promising results obtained for the instantaneous predictions from the LSTM, a second LSTM was designed for the more ambitious aim for predicting the future product. The second model uses sensor data and predictions from the first model between times t1 -y and t1, where t1 is the current time and y is a fixed time interval, to predict product at time t1 + z where z is a variable time interval.