“…The elements of produced water are divided into organic and inorganic substances and include dissolved and dispersed oils, grease, metals, radioactive elements, treatment chemicals, formation solids, salts, dissolved gases, scaling products, lubricants, microbes, and chemical oxygen demand (Hayes, Tom, and Dan Arthur, 2004;Judd et al, 2014). Multiple separation steps of de-oiling units are typical in produced water technologies, and each sub-system impacts the others (Yang et al, 2014). As a result, it is critical to include total system behavior in control strategies, often known as plant-wide control (Yang et al, 2016;Arora, J. et al, 2024).…”