Advanced Management of production systems (from Corrective Maintenance to Predictive Maintenance)

The nugget provides basic concepts on Predictive Maintenance of industrial equipment, following a data-driven approach that uses Machine Learning algorithms for extracting valuable knowledge for decision macking. In particular, the nuggets highlights the advantages and challenges of the maintenance servitization for both the Original Equipment Manufacturer and machinery users. In addition, it shows how edge-cloud infrastructures and incremental learning algorithms performed at the edge allow solving the typical issues experienced by industries, such as data availability, data quantity, and data completeness. At the end, the learner will know which data are necessary and how the data can be obtained in a distributed maintenance system.