ML Process System Engineering (PSE)

Posted by XiLock on March 15, 2025

History

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

Challange and oppotunities

  1. hybrid AI model: First principle Data driven model
  2. Causal model
  3. Discovery Engines: Domain-specific ontologies, languages, compilers
  4. 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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