Surrogate-based optimisation of process systems to recover resources from wastewater. - Alex Durkin; Miao Guo (CoRR, 2023)

PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information. - Liqiu Dong; Marta A. Zagorowska; Tong Liu 014; Alex Durkin; Mehmet Mercangöz (CCTA, 2024)

Surrogate-based optimisation of process systems to recover resources from wastewater. - Alex Durkin; Lennart Otte; Miao Guo (Comput. Chem. Eng., 2024)

Safe Deployment of Offline Reinforcement Learning via Input Convex Action Correction. - Alex Durkin; Jasper Stolte; Matthew Jones; Raghuraman Pitchumani; Bei Li; Christian Michler; Mehmet Mercangöz (CoRR, 2025)