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We supported Invasystems in a proof of concept implementation of Artificial Intelligence (AI) models for the purpose of prediction of anomalous equipment behavior.  The owner of the equipment is a large chemicals manufacturer in Europe.  Deep learning models were developed for dryers and fired heaters from their historical data which was available in PI Systems,  a data historian.  Such models were then deployed online to help prediction of abnormal equipment performance.  These advanced data analytic models can potentially replace simplistic alarm formulae which could produce several false alerts.