Naphtha Composition

Naphtha composition, a complex mixture of hydrocarbons crucial for petrochemical processes like cracking, is challenging to predict accurately using traditional methods. Current research focuses on developing advanced predictive models, particularly employing neural networks (like CNN-MLP architectures) that leverage chemical properties and distillation simulations to improve prediction accuracy and reflect the real-world behavior of naphtha. Accurate naphtha composition prediction is vital for optimizing cracking processes, enhancing efficiency, and ultimately reducing costs in the petrochemical industry.