Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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Modeling the Impact of Environmental Toxicants on the Estrogen Receptor Using Combined Image-Analysis, Big-Data Analytics, and Machine-Learning
2020
Burcu Beykal, Fabio Stossi, Fred A Wright, Efstratios N Pistikopoulos, Hari S Ganesh, Michael A Mancini, Adam T Szafran, Lan Zhou
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2020/proceeding/paper/339m-modeling-impact-environmental-toxicants-on-estrogen-receptor-using-combined-image-analysis-big
Multiobjective Optimization of Mixed-Integer Linear Programming Problems: A Multiparametric Optimization Approach
2021
Metin Türkay, Styliani Avraamidou, Justin Katz, Burcu Beykal, Efstratios N Pistikopoulos, Baris Burnak, Iosif Pappas
Research Type: Journal Article

https://doi.org/10.1021/acs.iecr.1c01175
National Water Alliance for Water Innovation (NAWI) NextGen Leadership Career Panel Series
2023
Research Type: Poster/Presentation

Nonlinear Modeling of the Estrogen Receptor Activity of Environmental Chemicals Using Classification Algorithms and Single-Cell Level Data
2022
Burcu Beykal, Anh Tran, Lan Zhou, Fabio Stoss, Efstratios N Pistikopoulos, Adam T Szafran, Zahir Aghayev, Michael A Mancini, Hari S Ganesh
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2022/proceeding/paper/62d-nonlinear-modeling-estrogen-receptor-activity-environmental-chemicals-using-classification
Optimal Chemical Grouping and Sorbent Material Design by Data Analysis, Modeling and Dimensionality Reduction Techniques
2018
Fred A Wright, Lan Zhou, Timothy D Phillips, Fabian A Grimm, Efstratios N Pistikopoulos, Meichen Wang, Ivan Rusyn, Melis Onel, Burcu Beykal
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-444-64235-6.50076-0
Optimal Constrained Grey-Box Multi- Objective Optimization Framework for Optimal Design of Energy Systems
2018
Burcu Beykal, Efstratios N Pistikopoulos, Christodoulos A Floudas, Fani Boukouvala
Research Type: Poster/Presentation

Optimal Control of an Industrial Air Separation Plant through Smart Manufacturing and Surrogate Modeling
2021
Yanan Cao, Simon Leyland, Hari S Ganesh, Iosif Pappas, Jesus Flores-Cerrillo, Dustin Kenefake, Styliani Avraamidou, Efstratios N Pistikopoulos, Yajun Wang, Burcu Beykal
Research Type: Poster/Presentation

Optimal design of energy systems using constrained grey-box multi-objective optimization
2018
Efstratios N. Pistikopoulos, Christodoulos A. Floudas, Burcu Beykal, Fani Boukouvala
Research Type: Journal Article

https://doi.org/10.1016/j.compchemeng.2018.02.017
Optimization and evaluation of a simplified green biorefinery for alginate extraction from sugar kelp (Saccharina latissima)
2025
Burcu Beykal, Yi Wang, Anuj Purohit, Mingyu Qiao, Yangchao Luo, Yidan Zhang, Jiayi Liang, Zahir Aghayev
Research Type: Journal Article

https://doi.org/10.1016/j.ijbiomac.2025.143147
Optimization of Clustering Algorithms for Grouping of Complex Chemical Substances Based on Chemical and Biological Characteristics
2017
Fabian A Grimm, Ivan Rusyn, Burcu Beykal, Lan Zhou, Melis Onel, Efstratios N Pistikopoulos, Fred A Wright
Research Type: Poster/Presentation

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
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

Optimizing Municipal Wastewater Treatment through Biological Modeling and Simulation
2023
Katherine Pettersen, Hasan Nikkhah, Burcu Beykal
Research Type: Poster/Presentation

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
Physics-informed genetic programming for discovery of partial differential equations from scarce and noisy data
2024
Benjamin G Cohen, Burcu Beykal, Georgios Bollas
Research Type: Journal Article

https://doi.org/10.1016/j.jcp.2024.113261
Predicting Chemical Adsorption Onto Montmorillonite Clays through a Combination of Experimental Isotherms, Minimalistic Simulations and Data-Driven Models
2021
Meichen Wang, Phanourios Tamamis, Sara E Hearon, Asuka A Orr, Hari S Ganesh, Efstratios N Pistikopoulos, Timothy D Phillips, Burcu Beykal
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2021/proceeding/paper/364h-predicting-chemical-adsorption-montmorillonite-clays-through-combination-experimental-isotherms
Predicting Kinetic & Thermodynamic Parameters of Biodiesel Production from Enteromorpha Compressa Microalgae using Evolutionary Algorithms
2024
Amir Shahbazi, Burcu Beykal
Research Type: Poster/Presentation

Predicting the Estrogen Receptor Activity of Environmental Chemicals by Single-Cell Image Analysis and Data-driven Modeling
2021
Adam T Szafran, Burcu Beykal, Efstratios N Pistikopoulos, Lan Zhou, Hari S Ganesh, Michael A Mancini, Fabio Stossi
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-323-88506-5.50076-0
Predicting the Estrogenic Potential of Chemical Contaminants through High-throughput Image Analysis and Supervised Machine Learning Algorithms
2023
Michael A Mancini, Burcu Beykal, Efstratios N Pistikopoulos, George F Walker, Moustafa Ali, Adam T Szafran, Funda Iseri, Zahir Aghayev, Fabio Stossi
Research Type: Poster/Presentation

Prediction of Montmorillonite Clay Efficacy for Mitigating Chemical Exposure Through a Hybrid Data-Driven and Molecular-Modeling Approach
2020
Meichen Wang, Asuka A Orr, Hari S Ganesh, Phanourios Tamamis, Burcu Beykal, Efstratios N Pistikopoulos, Timothy D Phillips
Research Type: Poster/Presentation