Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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Data-driven joint chance-constrained optimization via copulas: Application to MINLP integrated planning and scheduling
2025
Hasan Nikkhah, Styliani Avraamidou, Meng-Lin Tsai, Syu-Ning Johnn, Vassilis Charitopoulos, Burcu Beykal
Research Type: Conference Proceedings

Optimizing CO2 Utilization in Reverse Water-Gas Shift Membrane Reactors with Parametric PINNs
2025
Zahir Aghayev, Burcu Beykal, Michael Patrascu, Zhaofeng Li
Research Type: Conference Proceedings

Insights on CO2 Utilization through Reverse Water Gas Shift Reaction in Membrane Reactors: A Multi-scale Mathematical Modeling Approach
2025
Anan Uziri, Zhaofeng Li, Burcu Beykal, Michael Patrascu, Zahir Aghayev
Research Type: Conference Proceedings

Unlocking Process Dynamics: Interpretable PDE Solutions via Symbolic Regression
2025
Burcu Beykal, Benjamin G Cohen, Georgios Bollas
Research Type: Conference Proceedings

Learning Approximate Symbolic Solutions to Burgers’ Equation Using Symbolic Regression
2025
Burcu Beykal, Georgios Bollas, Benjamin G Cohen
Research Type: Conference Proceedings

Toward Sustainable Lithium Production: Process Modeling, Techno-Economic Analysis, and Life Cycle Impacts of Recovering Lithium from Geothermal Brines
2024
Burcu Beykal, Hasan Nikkhah, Andrea Di Maria, Guiseppe Granata
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/456b-toward-sustainable-lithium-production-process-modeling-techno-economic-analysis-and-life-cycle
Optimizing CO2 Utilization Efficiency through Physics-Informed Modeling of Membrane Reactors
2024
Michael S Patrascu, Zahir Aghayev, Burcu Beykal, Zhaofeng Li
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/375z-optimizing-co2-utilization-efficiency-through-physics-informed-modeling-membrane-reactors
Enhancing Oil Recovery Efficiency with Constrained Reinforcement Learning for Waterflooding Optimization
2024
Zahir Aghayev, Burcu Beykal, Eduardo Gildin, Dimitrios Voulanas
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/196a-enhancing-oil-recovery-efficiency-constrained-reinforcement-learning-waterflooding-optimization
Data-driven Bi-level Optimization of Hyperparameters for Machine Learning Models
2024
Hasan Nikkhah, Amir Shahbazi, Zahir Aghayev, Burcu Beykal
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/373r-data-driven-bi-level-optimization-hyperparameters-machine-learning-models
Data-driven Discovery of Reaction Kinetic Models in Dynamic Plug Flow Reactors using Symbolic Regression
2024
Burcu Beykal, Ben Cohen, Georgios Bollas
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-443-28824-1.50492-0
Physics-Informed Estimation of Thermodynamic Parameters of Biodiesel Production from Enteromorpha Compressa Microalgae
2024
Burcu Beykal, Amir Shahbazi
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/375a-physics-informed-estimation-thermodynamic-parameters-biodiesel-production-enteromorpha
Bilevel optimization of mixed-integer nonlinear integrated planning and scheduling problems using the DOMINO framework
2024
Vassilis M Charitopoulos, Hasan Nikkhah, Styliani Avraamidou, Burcu Beykal
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-443-28824-1.50319-7
Design and Optimization of a Multipurpose Zero Liquid Discharge Desalination Plant
2024
Hasan Nikkhah, Burcu Beykal, Dev Barochia
Research Type: Conference Proceedings

https://doi.org/10.69997/sct.142929
From Then to Now and Beyond: Exploring How Machine Learning Shapes Process Design Problems
2024
Research Type: Conference Proceedings

https://doi.org/10.69997/sct.116002
Data-Driven Approaches for the Optimization of Complex Planning and Scheduling Problems in Multi-Product Industries
2024
Burcu Beykal, Syu-Ning Johnn, Meng-Lin Tsai, Vassilis Charitopoulos, Styliani Avraamidou, Hasan Nikkhah, Zahir Aghayev, Amir Shahbazi
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/373ae-data-driven-approaches-optimization-complex-planning-and-scheduling-problems-multi-product
A Symbolic-Sparse Regression Technique for Data-Driven PDE Learning and Solution Approximation in Chemical Engineering
2024
Burcu Beykal, Benjamin G Cohen, Georgios Bollas
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2024/proceeding/paper/119f-symbolic-sparse-regression-technique-data-driven-pde-learning-and-solution-approximation
Process Design of a LiBr Absorption Chiller Integrated Hdh-Mee-Mvr System for Zero Liquid Discharge Seawater Desalination
2023
Hasan Nikkhah, Burcu Beykal
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2023/proceeding/paper/142g-process-design-libr-absorption-chiller-integrated-hdh-mee-mvr-system-zero-liquid-discharge
Binary Classification of the Endocrine Disrupting Chemicals by Artificial Neural Networks
2023
Zahir Aghayev, Michael A Mancini, George F Walker, Burcu Beykal, Funda Iseri, Moustafa Ali, Fabio Stossi, Adam T Szafran, Efstratios N Pistikopoulos
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-443-15274-0.50418-2
Data Driven Framework for Volatile Organic Compounds (VOCs) Characterization
2023
Burcu Beykal, Natalie M Johnson, Zahir Aghayev, Toriq Mustapha, Fred A Wright, Efstratios N Pistikopoulos, Moustafa Ali, Funda Iseri
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2023/proceeding/paper/627f-data-driven-framework-volatile-organic-compounds-vocs-characterization
Data-Driven Optimization of Mixed-Integer Nonlinear Integrated Planning and Scheduling Problems for Multiproduct Manufacturing Processes
2023
Hasan Nikkhah, Burcu Beykal, Vassilis M Charitopoulos, Styliani Avraamidou
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2023/proceeding/paper/347d-data-driven-optimization-mixed-integer-nonlinear-integrated-planning-and-scheduling-problems