Knowledge-based Data Validation

The database is growing rapidly in the marine industry. The quality of the data collected is vital to generate useful analysis that advice on operation and decision making. The consultation on knowledge-based data validation is set up to check the reliability of data and to diagnose erroneous data from an engineering and operation point of view, on top of the typical statistical analysis on datasets.

  • Data validation on datasets using the knowledge-based technique by exploring physical boundaries and cross-referencing from different information sources
  • Detection on gaps and errors within the database and required fixes, to ensure consecutive data recorded are of good quality
  • Consultation on standardisation of data collection application across different vessels for effective benchmarking