Anomaly Detection in an Oil and Gas Company

The refinery has an air-blower asset, which has had 4 critical stoppages in last 7 years due to maintenance needs or a failure. Each of these stoppages would cost the refinery between € 1-10 M and  it was regarded as one of the fore runners for advanced condition monitoring & anomaly detection. Given the complex surrounding of the blower, its multiple operating modes & other diverse modes, building a data-driven solution with low false alarms & reliable detection performance was non-trivial.

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    Oil and Gas Company, Sweden