First published in PTQ Q3 2023 issue
Philippe Mège, Digital Services Factory Manager, Axens
Marie Duverne, Technical Support Digital Transformation Leader, Axens
Pierre-Yves Le Goff, Global Market Manager Reforming/Isomerization, Axens
Digitalization of process operations has developed thanks to data transfer technologies, sensors and soft sensors generating data, and IA, especially with machine learning tools, building systems that learn from data. This leverages process expertise, resulting in digital twins designed to optimize asset operation, thus securing the business decision.
That ensures reliable operation and allows us to anticipate maintenance, which reduces its cost, and compare actual performances vs forecasted ones. This applies to catalysts and also equipment like heaters, compressors, and heat exchangers.
Such tools are available in the Axens Connect’In® digital application. Several machine learning tools have already been developed and used by operators for octane prediction, recycle gas purity estimation, heat exchanger network optimization, or generating soft sensors to get streams analysis not directly measured.
Digital Applications - Innovative approach leveraging digital solutions leading to improved asset operation and performance.
What areas of expertise are needed to mitigate constraints in plant/facility staffing levels?
Video - Energy Efficiency, SAF, Connect'In®, Decarbonization: Transition to Low Carbon Fuels
Any experiences you can share regarding the implementation of carbon management/digital data tools?
Technical Article - Petrochemical Complex Digitalisation for Greater Efficiency and Emissions Reduction
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Rising Petrochemicals

Case Study - The Implementation Of An APC Led To A 12% Decrease Of Octane Loss Resulting In More Than 5 MM US$/year Of Additional Benefits
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Technical Article - Good Practice in PYGAS Hydrogenation Operations Through Advanced Process Control
What areas of expertise are needed to mitigate constraints in plant/facility staffing levels?
Any experiences you can share regarding the implementation of carbon management/digital data tools?
What do you see necessary for successful implementation of plant-wide AI and machine learning (ML) in the refinery and petrochemical complex? Can AI/ML strategies provide additional benefits beyond APC?
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Successful operation of Axens’ units and digitalization at the ERC refinery
Axens’ recent Successes in Hydrocracking
