Big data - Import export

FT-NIR instruments need supervision. They must be checked and re-calibrated at regular intervals in order to maintain the precision required to sustain the business case. Some results are used in Big Data interpretations and internal data flows and the effect of lost data quality is almost certainly bad data out. In daily operation AnalyticTrust manages a customisable schedule of verification activities very much like a workflow management tool. Validation must be performed at regular intervals and reminders are sent to operators. In cases of non-compliance escalation emails are sent to management. AnalyticTrust integrates directly to instruments and computers, receiving the results of measurements and storing them in the instrument database. This allows AnalyticTrust to perform analysis of the validation results and predict instrument degradation and failure. Automatic Performance Degradation detection is used to request unscheduled instruments calibration or parts replacement.