/dsApproach2ProcessControl

Codes to simulate the theoretical insights in the paper Data Science Approach to Process Control

Primary LanguageRMIT LicenseMIT

dsApproach2ProcessControl

Codes to simulate the theoretical insights in the paper Data Science Approach to Process Control

Main Codes

  1. sim_var_model_final.R

    • This code runs the simulation studying the impact of auto-correlation and batching on the optimization of a machine learning model with respect to each unit versus an aggregate.
    • This code relates to section 3 Optimizing the Aggregate
  2. sim_manipulated_quality.R

    • This code runs the simulation of the model of quality measures that accounts for manipulation in measurements
    • This code relates to section 4 of the paper on Proportions Control Chart