Task-oriented end-to-end learning and optimization of adsorption process (T02-P02-LBP5)

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Task-oriented end-to-end learning and optimization of adsorption process (T02-P02-LBP5)

Phase:	Theme
Theme:	Carbon CUS (T02)
StatusStatut:	Active
Start DateDate de début:	2026-02-01
End DateDate de fin:	2026-08-31
Principal Investigator
Li, Zukui

Aperçu de Project Overview

PSA cycle optimization is computationally intensive due to nonlinear PDE dynamics. Prior PINN surrogates accelerate simulation but are not optimized for decision-making accuracy near optimal operating points. This project develops an end-to-end differentiable framework that jointly trains physics-informed surrogates and PSA cycle optimization, focusing model fidelity on regions critical to purity, recovery, and energy-efficient CO₂ capture.

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