Mehmet Mercangöz

49 papers C 6Journal 31Unranked 12

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	HOFLON: Hybrid Offline Learning and Online Optimization for process start-up and grade-transition control. Comput. Chem. Eng. Alex Durkin, Jasper Stolte, Mehmet Mercangöz
2026	J	`jnl`	PC-Gym: Benchmark environments for process control problems. Comput. Chem. Eng. Maximilian Bloor, José Torraca, Ilya Orson Sandoval, Akhil Ahmed, Martha White, Mehmet Mercangöz, Calvin Tsay, Ehecatl Antonio del Rio-Chanona, Max Mowbray
2026	J	`jnl`	Safe deployment of offline reinforcement learning via input convex action correction. Comput. Chem. Eng. Alex Durkin, Jasper Stolte, Matthew Jones, Raghuraman Pitchumani, Bei Li, Christian Michler, Mehmet Mercangöz
2026	J	`jnl`	Variable-horizon economic MPC for cyclic industrial air dryers using hybrid models and state estimation. Comput. Chem. Eng. Sida Chai, Ece Serenat Koksal, Xiangyin Kong, Winston S. K. Tang, Erdal Aydin, Mehmet Mercangöz
2025	J	`jnl`	ARRTOC: Adversarially Robust Real-Time Optimization and Control. Comput. Chem. Eng. Akhil Ahmed, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2025	J	`jnl`	Autonomous Control Leveraging LLMs: An Agentic Framework for Next-Generation Industrial Automation. CoRR Javal Vyas, Mehmet Mercangöz
2025	J	`jnl`	From automated to autonomous process operations. Comput. Chem. Eng. Michael Baldea, Apostolos T. Georgiou, R. Bhushan Gopaluni, Mehmet Mercangöz, Constantinos C. Pantelides, Kiran Sheth, Victor M. Zavala, Christos Georgakis
2025	J	`jnl`	HOFLON: Hybrid Offline Learning and Online Optimization for Process Start-Up and Grade-Transition Control. CoRR Alex Durkin, Jasper Stolte, Mehmet Mercangöz
2025	C	`conf`	Leveraging LLM Agents and Digital Twins for Fault Handling in Process Plants. ETFA Milapji Singh Gill, Javal Vyas, Artan Markaj, Felix Gehlhoff, Mehmet Mercangöz
2025	J	`jnl`	Leveraging LLM Agents and Digital Twins for Fault Handling in Process Plants. CoRR Milapji Singh Gill, Javal Vyas, Artan Markaj, Felix Gehlhoff, Mehmet Mercangöz
2025	J	`jnl`	Safe Deployment of Offline Reinforcement Learning via Input Convex Action Correction. CoRR Alex Durkin, Jasper Stolte, Matthew Jones, Raghuraman Pitchumani, Bei Li, Christian Michler, Mehmet Mercangöz
2024	J	`jnl`	Autonomous Industrial Control using an Agentic Framework with Large Language Models. CoRR Javal Vyas, Mehmet Mercangöz
2024	J	`jnl`	Control-Informed Reinforcement Learning for Chemical Processes. CoRR Maximilian Bloor, Akhil Ahmed, Niki Kotecha, Mehmet Mercangöz, Calvin Tsay, Ehecatl Antonio del Rio-Chanona
2024	J	`jnl`	Design and implementation of an Autonomous Systems Training Environment framework for control algorithm evaluation in autonomous plant operation. Comput. Chem. Eng. Artan Markaj, Mehmet Mercangöz, Alexander Fay
2024	C	`conf`	Development and Integration of Operator Behavior Models for the Evaluation of Autonomous Plants. ETFA Artan Markaj, Florian Pelzer, Nils Richter, Alexander Fay, Mehmet Mercangöz
2024	J	`jnl`	Lifelong Learning Meets Dynamic Processes: An Emerging Streaming Process Prediction Framework With Delayed Process Output Measurement. IEEE Trans. Control. Syst. Technol. Tong Liu, Sheng Chen, Po Yang, Yunpeng Zhu, Mehmet Mercangöz, Chris J. Harris
2024	J	`jnl`	Machine learning in process systems engineering: Challenges and opportunities. Comput. Chem. Eng. Prodromos Daoutidis, Jay H. Lee, Srinivas Rangarajan, Leo Chiang, R. Bhushan Gopaluni, Artur M. Schweidtmann, Iiro Harjunkoski, Mehmet Mercangöz, Ali Mesbah, Fani Boukouvala, Fernando V. Lima, Ehecatl Antonio del Rio-Chanona, Christos Georgakis
2024	J	`jnl`	PC-Gym: Benchmark Environments For Process Control Problems. CoRR Maximilian Bloor, José Torraca, Ilya Orson Sandoval, Akhil Ahmed, Martha White, Mehmet Mercangöz, Calvin Tsay, Ehecatl Antonio del Rio-Chanona, Max Mowbray
2024	—	`conf`	PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information. CCTA Liqiu Dong, Marta A. Zagorowska, Tong Liu, Alex Durkin, Mehmet Mercangöz
2024	J	`jnl`	PI-CoF: A Bilevel Optimization Framework for Solving Active Learning Problems using Physics-Information. CoRR Liqiu Dong, Marta A. Zagorowska, Tong Liu, Alex Durkin, Mehmet Mercangöz
2023	J	`jnl`	ARRTOC: Adversarially Robust Real-Time Optimization and Control. CoRR Akhil Ahmed, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2023	C	`conf`	Adaptive Real-Time Exploration and Optimization of Safety-Critical Industrial Systems with Ensemble Learning. INDIN Buse Sibel Korkmaz, Tong Liu, Mehmet Mercangöz
2023	J	`jnl`	Linearizing nonlinear dynamics using deep learning. Comput. Chem. Eng. Akhil Ahmed, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2023	C	`conf`	Semi-supervised Variational Autoencoders for Regression: Application to Soft Sensors. INDIN Yilin Zhuang, Zhuobin Zhou, Burak Alakent, Mehmet Mercangöz
2023	J	`jnl`	Tuning of Online Feedback Optimization for setpoint tracking in centrifugal compressors. CoRR Marta A. Zagorowska, Lukas Ortmann, Alisa Rupenyan, Mehmet Mercangöz, Lars Imsland
2023	C	`conf`	Using Prior Knowledge to Improve Adaptive Real Time Exploration and Optimization. INDIN William J. Tubbs, Mehmet Mercangöz
2022	J	`jnl`	A hybrid data-driven and mechanistic model soft sensor for estimating CO Comput. Ind. Yilin Zhuang, Yixuan Liu, Akhil Ahmed, Zhengang Zhong, Ehecatl Antonio del Rio-Chanona, Colin P. Hale, Mehmet Mercangöz
2022	J	`jnl`	Adaptive Real Time Exploration and Optimization for Safety-Critical Systems. CoRR Buse Sibel Korkmaz, Mehmet Mercangöz, Marta Zagórowska
2022	—	`conf`	Application of Gaussian Processes to online approximation of compressor maps for load-sharing in a compressor station. ECC Akhil Ahmed, Marta A. Zagorowska, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2022	—	`conf`	Data Driven Modelling of Centrifugal Compressor Maps for Control and Optimization Applications. ECC Buse Sibel Korkmaz, Mehmet Mercangöz
2022	J	`jnl`	Learning Linear Representations of Nonlinear Dynamics Using Deep Learning. CoRR Akhil Ahmed, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2022	J	`jnl`	Online Feedback Optimization of Compressor Stations with Model Adaptation using Gaussian Process Regression. CoRR Marta A. Zagorowska, M. Degner, Lukas Ortmann, Akhil Ahmed, Saverio Bolognani, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2022	J	`jnl`	Safe Optimization of an Industrial Refrigeration Process Using an Adaptive and Explorative Framework. CoRR Buse Sibel Korkmaz, Marta Zagórowska, Mehmet Mercangöz
2022	J	`jnl`	Semi-supervised Variational Autoencoder for Regression: Application on Soft Sensors. CoRR Yilin Zhuang, Zhuobin Zhou, Burak Alakent, Mehmet Mercangöz
2021	J	`jnl`	Application of Gaussian Processes to online approximation of compressor maps for load-sharing in a compressor station. CoRR Akhil Ahmed, Marta A. Zagorowska, Ehecatl Antonio del Rio-Chanona, Mehmet Mercangöz
2020	J	`jnl`	Ancillary Services Provision Utilizing a Network of Fast-Charging Stations for Electrical Buses. IEEE Trans. Smart Grid Ioannis Lymperopoulos, Faran A. Qureshi, Altug Bitlislioglu, Jan Poland, Alessandro Zanarini, Mehmet Mercangöz, Colin N. Jones
2019	—	`conf`	Recurrent Neural Network based MPC for Process Industries. ECC Nicolas Lanzetti, Ying Zhao Lian, Andrea Cortinovis, Luis F. Dominguez, Mehmet Mercangöz, Colin N. Jones
2018	—	`conf`	Optimal Load Sharing for Serial Compressors via Modifier Adaptation. ECC Predrag Milosavljevic, Andrea Cortinovis, René Schneider, Timm Faulwasser, Mehmet Mercangöz, Dominique Bonvin
2017	—	`conf`	A stabilizing nonlinear model predictive control scheme for time-optimal point-to-point motions. CDC Robin Verschueren, Hans Joachim Ferreau, Alessandro Zanarini, Mehmet Mercangöz, Moritz Diehl
2017	J	`jnl`	Model Predictive Approaches for Active Surge Control in Centrifugal Compressors. IEEE Trans. Control. Syst. Technol. Giampaolo Torrisi, Sergio Grammatico, Andrea Cortinovis, Mehmet Mercangöz, Manfred Morari, Roy S. Smith
2016	J	`jnl`	Online performance tracking and load sharing optimization for parallel operation of gas compressors. Comput. Chem. Eng. Andrea Cortinovis, Mehmet Mercangöz, Matteo Zovadelli, Diego Pareschi, Antonio De Marco, Sergio Bittanti
2016	C	`conf`	Optimal load sharing of parallel compressors via modifier adaptation. CCA Predrag Milosavljevic, Andrea Cortinovis, Alejandro G. Marchetti, Timm Faulwasser, Mehmet Mercangöz, Dominique Bonvin
2014	—	`conf`	Active pitch control of tethered wings for airborne wind energy. CDC Marcelo Buffoni, Bernardo Galletti, Hans Joachim Ferreau, Lorenzo Fagiano, Mehmet Mercangöz
2014	—	`conf`	Modeling and control of a Linear Fresnel Collector system. ECC Luis F. Dominguez, Freerk Klasing, Mehmet Mercangöz
2014	—	`conf`	Online adaptation of performance maps for centrifugal gas compressors. ECC Andrea Cortinovis, Matteo Zovadelli, Mehmet Mercangöz, Diego Pareschi, Antonio De Marco, Sergio Bittanti
2014	—	`conf`	Safe and efficient operation of centrifugal compressors using linearized MPC. CDC Andrea Cortinovis, Hans Joachim Ferreau, Daniel Lewandowski, Mehmet Mercangöz
2013	—	`conf`	Load sharing optimization of parallel compressors. ECC Francesco Paparella, Luis F. Dominguez, Andrea Cortinovis, Mehmet Mercangöz, Diego Pareschi, Sergio Bittanti
2011	—	`conf`	Constrained spectrum control using MPC. CDC/ECC Ravi Gondhalekar, Colin N. Jones, Thomas Besselmann, Jean-Hubert Hours, Mehmet Mercangöz
2008	J	`jnl`	Real-time optimization of the pulp mill benchmark problem. Comput. Chem. Eng. Mehmet Mercangöz, Francis J. Doyle III