Membrane bioreactors (MBRs) are progressively gaining popularity as a cutting-edge technology for purifying wastewater. Specifically polyvinylidene fluoride (PVDF) membranes have exhibited exceptional performance in MBR systems due to their remarkable selectivity, durability, and resistance withstanding fouling. Within an MBR system, microorganism