Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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Scholarly Contributions

146 Scholarly Contributions

65
Poster/Presentations
50
Conference Proceedings
30
Journal Articles
1
Book Chapter
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 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
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
National Water Alliance for Water Innovation (NAWI) NextGen Leadership Career Panel Series
2023
Burcu Beykal
Research Type: Poster/Presentation

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
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
Modeling of Thermal Cracking of Natural Gas Liquids: Optimization with Support Vector Machine-Based Constraint Handling Scheme for Stiff ODEs
2019
Burcu Beykal, Melis Onel, Onur Onel, Efstratios N Pistikopoulos
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2019/proceeding/paper/752d-modeling-thermal-cracking-natural-gas-liquids-optimization-support-vector-machine-based
Mixed-Integer Multi-Objective Optimization through Multiparametric Programming
2019
Styliani Avraamidou, Efstratios N Pistikopoulos, Metin Turkay, Burcu Beykal, Justin Katz, Baris Burnak, Iosif Pappas
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2019/proceeding/paper/621b-mixed-integer-multi-objective-optimization-through-multiparametric-programming
Machine-Learning Methods for Endocrine Disrupting Potential Identification Based on Single-Cell Data
2023
Efstratios N Pistikopoulos, Michael A Mancini, Anh Tran, Lan Zhou, Zahir Aghayev, Hari S Ganesh, Burcu Beykal, Adam T Szafran, Fabio Stossi
Research Type: Poster/Presentation

Machine-Learning Inspired Classification of the Estrogen Receptor Activity of Environmental Chemicals Based on the Single-Cell Level Data
2022
Zahir Aghayev, Adam T Szafran, Fabio Stossi, Hari S Ganesh, Efstratios N Pistikopoulos, Anh Tran, Burcu Beykal, Lan Zhou, Michael A Mancini
Research Type: Poster/Presentation

Machine learning supported ground beef freshness monitoring based on near-infrared and paper chromogenic array
2024
Yi Wang, Yihang Feng, Zhenlei Xiao, Burcu Beykal, Yangchao Luo
Research Type: Journal Article

https://dx.doi.org/10.1002/fft2.438
Machine Learning Methods for Endocrine Disrupting Potential Identification Based on Single-Cell Data
2023
Fabio Stossi, Adam T Szafran, Zahir Aghayev, Burcu Beykal, Hari S Ganesh, Lan Zhou, Michael A Mancini, Anh Tran, Efstratios N Pistikopoulos
Research Type: Journal Article

https://doi.org/10.1016/j.ces.2023.119086
Leveraging Machine Learning and Mathematical Optimization for Food-Energy-Water Nexus & Environmental Modeling
2024
Burcu Beykal
Research Type: Poster/Presentation

Learning Human-Interpretable Models Using Machine Learning and a Smooth Information Criterion
2023
Georgios Bollas, Nazia Aslam, Ben Cohen, Burcu Beykal
Research Type: Poster/Presentation

Learning Feasible Regions on-the-Fly: Reinforcement Learning for Water-Efficient Oil Recovery
2025
Eduardo Gildin, Dimitrios Voulanas, Burcu Beykal, Zahir Aghayev
Research Type: Poster/Presentation

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

Investigation of Fitness Criteria for Xai: Unlocking Process Dynamics with Symbolic Regression
2025
Burcu Beykal, Georgios Bollas, Benjamin G Cohen
Research Type: Poster/Presentation

Integrated Planning and Scheduling for Crude Oil Operations Using Data-Driven Bilevel Multi-Follower Optimization
2023
Burcu Beykal, Styliani Avraamidou, Hasan Nikkhah, Vassilis M Charitopoulos
Research Type: Poster/Presentation

Integrated Modeling of Transfer Learning and Intelligent Heuristic Optimization for Steam Cracking Process
2020
Styliani Avraamidou, Efstratios N Pistikopoulos, Iosif Pappas, Tong Qiu, Burcu Beykal, Kexin Bi
Research Type: Journal Article

https://doi.org/10.1021/acs.iecr.0c02657
Integrated HDH-MEE-MVR System with LiBr Absorption Chiller for Zero Liquid Discharge Desalination: Process Design and Techno-economic Analysis
2023
Hasan Nikkhah, Burcu Beykal
Research Type: Poster/Presentation