Membrane fouling is a big problem for water treatment systems. Scientists studied a biofilm membrane system to predict how much fouling would happen. They found that certain measurements like MLSS, DSVI, and COD can help predict fouling. They also discovered that normalized permeability is a good indicator of fouling. By using these measurements, they made models to predict fouling levels accurately. This can help prevent membrane fouling and save energy and resources.