
Current Issue: February 2025
Special Focus: Digital Technologies
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.
Machine-learning-equipped advanced analytics platforms empower SMEs to solve some of the toughest process problems efficiently, implement effective process improvements, transition from reactive to predictive maintenance strategies, increase productivity and uptime, and operate more profitably.
This article compares the two approaches in blending practices—classic chemometrics and AI—highlighting the superiority and practicality of using AI.
Cyber-securing oil and gas automation to ensure safe, reliable and efficient physical operations is becoming more challenging. This article explores the modern yet evolving threat environment, how expectations for cybersecurity are changing, how information technology/operational technology (IT/OT) dependencies have emerged as an important issue in most cybersecurity programs, and how owners and operators are addressing this new issue.
This article discusses strategies to address process instability for effective process control.
Process Optimization
This case study follows the installation of new sulfur recovery units in Kuwait by Kuwait Oil Co. This article highlights key aspects of collaboration and technological advancement in process design development and project execution between the operator and licensor to the benefit of both parties.
Environment and Safety
For refineries, chemical plants, oil and gas pipelines and oil/gas exploration, fire and explosion hazards are omnipresent. Process hazard analysis (PHA) and fire risk assessments (FRAs) play a vital role in managing fire risk at an acceptable level. While there are various causes for fires and explosions, robust FRAs based on pragmatism and optimum allocation of resources could help minimize fire/explosion mishaps.
Maintenance, Reliability and Inspection
Improving asset performance is a major concern throughout industry and is associated with maintenance costs, experience, machine/equipment age, and operational and environmental conditions. This article will focus on improving the reliability and availability of a plant gas turbine by applying best maintenance practices, operational enhancements and performance monitoring. Moreover, an inclusive maintenance and inspection model is proposed compared with the current common model.
Trends and Resources

- BASF, Forestal collaborate on advanced e-methanol production using OASE® technology 3/26
- Signature Aviation brings blended sustainable aviation fuel to six new European locations 3/26
- Glencore's South African refinery invests in cleaner fuels 3/26
- U.S. crude stocks, gasoline and distillate inventories fall 3/26
- Wärtsilä to test ethanol-fueled engine for large-scale electricity generation 3/26
- Farnborough Airport, Hydrogen Refinery sign landmark SAF deal to help kick-start UK domestic refining sector 3/26