Application of Gaussian Processes to online approximation of compressor maps for load-sharing in a compressor station. - Akhil Ahmed; Marta A. Zagorowska; Ehecatl Antonio del Rio-Chanona; Mehmet Mercangöz (ECC, 2022)

A hybrid data-driven and mechanistic model soft sensor for estimating CO2 concentrations for a carbon capture pilot plant. - Yilin Zhuang; Yixuan Liu; Akhil Ahmed; Zhengang Zhong; Ehecatl Antonio del Rio-Chanona; Colin P. Hale; Mehmet Mercangöz (Comput. Ind., 2022)

Learning Linear Representations of Nonlinear Dynamics Using Deep Learning. - Akhil Ahmed; Ehecatl Antonio del Rio-Chanona; Mehmet Mercangöz (CoRR, 2022)

Online Feedback Optimization of Compressor Stations with Model Adaptation using Gaussian Process Regression. - Marta A. Zagorowska; M. Degner; Lukas Ortmann; Akhil Ahmed; Saverio Bolognani; Ehecatl Antonio del Rio-Chanona; Mehmet Mercangöz (CoRR, 2022)

Linearizing nonlinear dynamics using deep learning. - Akhil Ahmed; Ehecatl Antonio del Rio-Chanona; Mehmet Mercangöz (Comput. Chem. Eng., 2023)

Control-Informed Reinforcement Learning for Chemical Processes. - Maximilian Bloor; Akhil Ahmed; Niki Kotecha; Mehmet Mercangöz; Calvin Tsay; Ehecatl Antonio del Rio-Chanona (CoRR, 2024)

PC-Gym: Benchmark Environments For Process Control Problems. - Maximilian Bloor; José Torraca; Ilya Orson Sandoval; Akhil Ahmed; Martha White; Mehmet Mercangöz; Calvin Tsay; Ehecatl Antonio del Rio-Chanona; Max Mowbray (CoRR, 2024)

Exploring the Dynamics of the Specialty Insurance Market Using a Novel Discrete Event Simulation Framework: A Lloyd's of London Case Study. - Sedar Olmez; Akhil Ahmed; Keith Kam; Zhe Feng; Alan Tua (J. Artif. Soc. Soc. Simul., 2024)

ARRTOC: Adversarially Robust Real-Time Optimization and Control. - Akhil Ahmed; Ehecatl Antonio del Rio-Chanona; Mehmet Mercangöz (Comput. Chem. Eng., 2025)