Introduction: comprehensive distillation models integrating high and small boiling issue towers, reboilers, and adsorption columns be certain effective separation, secure throughput, and products purity in intricate chemical processes. Ignoring inefficiencies in industrial separation processes may lead to compromised products high-quality, greater