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February 2025

Special Focus: Digital Technologies

Hybrid model using first principles and AI/ML for analyzer-less fuel blending

This article discusses first-principle blend model architecture used traditionally by refineries, including its pros and cons. This text also explores the concept and trend of using artificial intelligence and machine-learning hybrid models for blending for cases where online analyzers may not be installed or may be nonfunctional, sometimes causing quality giveaways and violations.

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