Predictive Analytics

Predictive Analytics

Predictive Analytics

Predictive analytics is the prediction of future events based on historical data. With the help of statistical algorithms and machine learning, it is possible to predict future outcomes. For this, a special knowledge of the influencing factors of the events is of great importance. If predictive analytics is operated correctly, production downtimes due to missing materials can be avoided, machine downtimes due to unplanned failures can be reduced and production output can be precisely matched to predicted consumer behaviour. Predictive analytics thus brings operational improvements and risk reduction.

Predictive Analytics Predictive Analytics
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Requirements for use

Data collection

The basis of predictive analytics is data. This data must be collected in order to make predictions for the future. In order for this data to be collected at all, machines or systems must be upgraded or replaced.

Data analytics

Data collection alone is not enough to do predictive analytics. For this, the collected data must be properly analysed. The knowledge about influencing factors of future events is in the foreground here.

Regional experts

Prof. Dr. Franz-Josef Peitzmann (MIB)

  • Measurement technology: General sensor technology, temperature measurement/thermography, thermal simulations
  • Predictive Maintenance
  • Franz-Josef.Peitzmann@w-hs.de

Prof. Dr. rer. nat. Michael Bücker

  • Data Science, Mathematics and Business Informatics
  • Machine Learning
  • Recommendation Engines
  • Analytical Campaign Management
  • Predictive Maintenance
  • Anti Money Laundering (AML), Retail and eCommerce Analytics: Promotion effectiveness, Personalisation, Category Management
  • Michael.Buecker@fh-muenster.de

Start-ups

Westphalia Data-Lab
The young company, which has been in existence since 2017, deals with the analysis of data and suitable software tools.
https://www.westphalia-datalab.com

Best Practices

Ferro Umformtechnik GmbH & Co. KG
In cooperation with the Westphalian University of Applied Sciences, Ferro has successfully introduced predictive maintenance - a special field of predictive analytics.
https://www.ferro-umformtechnik.com/startseite

PdM - Stammtisch der WfG Borken
The economic development agency of the district of Borken organises a Predictive Maintenance Stammtisch to exchange experiences in this regard or to form networks.
https://www.wfg-borken.de/innovationsberatung/innovationsforum-pdm-stammtisch/