procedure
The data processing framework for knowledge graphs described in the study 'The construction and refined extraction techniques of knowledge' performs denoising by using semantic validation across event chains to filter out contradictory instructions in unstructured text and by applying physical constraints to remove unrealistic values in structured sensor data.

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