1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2025
HOFLON: Hybrid Offline Learning and Online Optimization for Process Start-Up and Grade-Transition Control
Alex Durkin, Jasper Stolte, Mehmet Mercangöz
Start-ups and product grade-changes are critical steps in continuous-process plant operation, because any misstep immediately affects product quality and drives operational losses.…
eess.SY2024
PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information
Liqiu Dong, Marta Zagorowska, Tong Liu +2
Physics informed neural networks (PINNs) have recently been proposed as surrogate models for solving process optimization problems. However, in an active learning setting collectin…
eess.SY2023★ 1 cited
Surrogate-based optimisation of process systems to recover resources from wastewater
Alex Durkin, Miao Guo
Wastewater systems are transitioning towards integrative process systems to recover multiple resources whilst simultaneously satisfying regulations on final effluent quality. This…