Introduction: comprehensive distillation models integrating higher and lower boiling level towers, reboilers, and adsorption columns assure economical separation, secure throughput, and solution purity in elaborate chemical processes. Ignoring inefficiencies in industrial separation procedures may result in compromised solution high-quality, great