mscherer@masch-consult.com
Digitalization I

Data Management - Optimization on FCCU/Chemical plants

Digitalization II

Pilot Project to support Energy Optimization

Generic Data Mining tasks

Rapidminer Studio - Data Mining Example

Input Data/Steps

  • 4 month, May - August /128 C x 736 R (ca. 95000 data), extension up to 10000 rows/variables (27 years)
  • Data Preparation & Monitoring (see Graphs)
  • Cleaning
  • Base data for Model
  • Classification & Regression runs (see various models below)
  • Models used in RapidMiner Studio

  • Naive Bayes
  • Generalized Linear Model
  • Deep Learning
  • Decision Tree
  • Random Forest
  • Gradient Boosted Trees
  • Support Vector Machine