Chemical Engineering Communications · 1994 · 13 citations · 8 references
ComputingChemical EngineeringComputer ScienceKnowledge RepresentationMachine LearningProcess ControlChemical Process DesignData PreprocessingData ReductionKnowledge ExtractionProcess AutomationProcess EngineeringAutomated Process ControlNeural Network ControlNeutralizationProcess Control RecordsProcess Data AcquisitionProcess Knowledge CaptureProcess Knowledge ManagementProcess Understanding
Abstract Direct access to the control knowledge of a skilled process operator is difficult and time-consuming. We present a framework for extracting process knowledge from human process operations records, using automated data reduction techniques for low-level data analysis and presenting reduced data to a human knowledge engineer for interpretation. We illustrate on a simple neutralization in a continuous stirred-tank reactor and employ a neural network for data reduction.
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