Vak: Process Data Analysis credits: 5

Vakcode
CTVH25PRDA
Naam
Process Data Analysis
Studiejaar
2025-2026
ECTS credits
5
Taal
Engels
Coördinator
M.E.F. Apol
Werkvormen
  • Hoorcollege
  • Opdracht
Toetsen
  • Process Data Analysis - Overige toetsing

Leeruitkomsten

After completing this module, you should succesfully be able to: 

  • Perform and interpret basic statistical Null Hypothesis Significance tests for averages, proportions and variances (i.e., t-tests, binomial z-tests, and chi-square and F-tests) using Excel and/or Minitab; 

  • Perform and interpret several ANOVA analyses (1-way, 2-way with fixed and random effects) using Excel and/or Minitab; 

  • Perform and interpret time series data using correlations, correlation functions and Principal Component Analysis using Minitab; 

  • Perform and interpret linear and nonlinear regression of experimental data, including model selection and interpolation, using Excel and/or Minitab; 

  • Perform and interpret categorical data analyses (1-way and 2-way chi-squared tests, logistic regression) using Excel and/or Minitab; 

  • Utilize and interpret statistical tools and indices for process control (i.e., Shewhart charts, process capability indices) using Excel and/or Minitab. 

 

DAS competences 

 

Competence 

Level (I-IV) 

Research 

II 

Experimenting 

II 

Development 

II 

Administration 

 

Instructing 

I 

Advising  

I  

Leadership / Project Management 

 

Autonomy 

II 

 

Inhoud

Making process plants more energy efficient requires identifying, modifying and checking some key process variables. The module Process Data Analysis deals with statistical analysis of complex, dynamical systems, using advanced methods such as multivariate data analysis, e.g. multivariate regression, Principal Component Analysis (PCA) and Analysis of Variance (ANOVA). The basic statistical concepts and generalization to more complex situations, and principles of various software packages (Excel and Minitab) will be reviewed. Also, an introduction to Statistical Process Control (SPC) is given. 

Opgenomen in opleiding(en)

School(s)

  • Instituut voor Life Science & Technology
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