An agentic AI workflow converts XML problem specs and Python skeletons into JIT-compiled, differentiable ODE parameter estimation pipelines using PSO plus gradient refinement.
Kinetic modeling of gasoline surrogate components and mixtures under engine conditions.Proceedings of the Com- bustion Institute, 33(1):193–200, 2011
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An Agentic AI Workflow to Simplify Parameter Estimation of Complex Differential Equation Systems
An agentic AI workflow converts XML problem specs and Python skeletons into JIT-compiled, differentiable ODE parameter estimation pipelines using PSO plus gradient refinement.