5 citations · 5 across the 3 of their papers we have counts for
3 papers
Sketch2Simulation: Automating Flowsheet Generation via Multi Agent Large Language Models
Abdullah Bahamdan, Emma Pajak, John D. Hedengren +1
Converting process sketches into executable simulation models remains a major bottleneck in process systems engineering, requiring substantial manual effort and simulator-specific…
CarAT: Carbon Atom Tracing across Industrial Chemical Value Chains via Chemistry Language Models
Emma Pajak, David Walz, Olga Walz +3
The chemical industry is increasingly prioritising sustainability, with a focus on reducing carbon footprints to achieve net zero. By 2026, the Together for Sustainability (TfS) co…
Constrained Model-Free Reinforcement Learning for Process Optimization
Elton Pan, Panagiotis Petsagkourakis, Max Mowbray +2
Reinforcement learning (RL) is a control approach that can handle nonlinear stochastic optimal control problems. However, despite the promise exhibited, RL has yet to see marked tr…