• A novel MINLP model integrates fouling dynamics, concentration cycle, and variable frequency drives for long-term CCWS optimization.
• Optimizing the concentration cycle balances water conservation and fouling control, reducing energy and water usage.
• Sensitivity analysis shows diminishing marginal benefits of increasing cycle, guiding optimal operation intervals.
• The model provides actionable operating parameters (pump count, frequency, valve resistance) for different conditions.