Abstract Artificial intelligence (AI) is gaining acceptance for modern control systems in various applications daily life including the Chemical process industry. Above all, application of AI increasing field membrane-based treatment where it shows great potential until now. Membrane separations are generally recognized as energy-efficient processes. In particular, membrane desalination, forwar...