Type of course:
Digital learning, Lesson
Language:
EN
Duration:
20 minutes
Workload:
2 hours
Proficiency:
Advanced
Target:
Professionals, Students
In this nugget, you will learn the concept and the benefits of empirical modelling for the optimization of manufacturing processes.
Moreover, you will learn:
• The basics of the Design of Experiments
• Methodologies of Experiments planning
• Calculating the Degrees of Freedom of an experimental case study
• Selection and types of Standard (Taguchi) Orthogonal arrays
• Using regressions for creating a correlation between the process parameters and the KPI of interest
• Judging the goodness of fit of a regression
• Using weighting to evaluate different alternatives for different scenarios
• The benefits of empirical modelling when compared to experimental optimization
Learning outcomes
- Outline the concept and the benefits of empirical modelling for the optimization of manufacturing processes
- Outline the basics of the Design of Experiments
- Use regressions to create a correlation between the process parameters and the KPI of interest
Course Content
Topics
Digital Transformation, Simulation Tools, Data Analytics