《斤竹精舍·游艺集》 Machine_Learning PSE 2025

ML Process System Engineering (PSE)

Posted by XiLock on March 15, 2025

History

Amundson: Differential Algebraic Equation (DAE)
Sargent: Optimization (MLP, MINLP)
Westeberg, Stephanopoulos, and others (Artifical Intelligence)

Challange and oppotunities

hybrid AI model: First principle Data driven model
Causal model
Discovery Engines: Domain-specific ontologies, languages, compilers
How to combine symbolic AI with numeric AI

参考资料:Venkat Venkatasubramanian:Artificial Intelligence in Chemical Engineering: Past, Present, and Future

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