Transforming Plant Operations Through Process Intelligence
ChemE Show 2026

09–10 June 2026

George R. Brown Convention Center
Houston, TX
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Grounding AI in Reality: Overcoming Plant Constraints with Process Intelligence
Across chemicals, refining, and pharma, operators are anchoring Advanced Process Control (APC) within a comprehensive process intelligence framework to deliver a more significant impact on overall plant performance. While digital twins and real-time analytics have advanced significantly, the dependency on lab analyses for mass balance closure presents a unique challenge. Overcoming this requires true process intelligence—deeply integrating first-principles engineering understanding with data-driven intelligence to unlock accurate, physics-aware optimization that respects real operating boundaries.
Exclusive Panel Discussion
Digital Twins, AI & Automation: Transforming Process Industries
What is the true role of AI & APC when plant performance requires lab analyses to execute mass balances?
This panel discussion will examine:
- The practical role of AI & APC in environments dependent on lab data
- How digital twins can align with real plant variability
- Bridging gaps between lab measurements and real-time decision-making
- The importance of hybrid models combining first-principles and data science to reduce uncertainty
Speaker Spotlight

Debdas Sen
Executive Director, Lummus Digital
Why connect with us?
Measurable Value
Gain clarity on where process intelligence delivers measurable value.
Data-Driven Decisions
Understand the role of lab data in shaping plant-level decisions.
Real-World Evolution
Explore how digital twins evolve in real-world operating environments.
Actionable Insights
Learn how first-principle and AI/ML-enabled data science embedded solutions will support more accurate and actionable insights.



