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
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

Bi-level Mixed-Integer Data-Driven Optimization of Integrated Planning and Scheduling Problems
2021
Burcu Beykal, Efstratios N Pistikopoulos, Styliani Avraamidou
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-323-88506-5.50265-5
Data-Driven Dynamic Optimization Using Continuous- Time Surrogate Models
2021
Nikolaos A Diangelakis, Efstratios N Pistikopoulos, Burcu Beykal
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2021/proceeding/paper/345c-data-driven-dynamic-optimization-using-continuous-time-surrogate-models
Simultaneous Planning and Scheduling Under Demand Uncertainty for Multi-Product Systems Using Data-Driven Bi-Level Optimization
2021
Burcu Beykal, Efstratios N Pistikopoulos, Styliani Avraamidou
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2021/proceeding/paper/287h-simultaneous-planning-and-scheduling-under-demand-uncertainty-multi-product-systems-using-data
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
Smart Manufacturing and Optimal Operation of an Industrial Air Separation Unit Via Surrogate Modeling and Multiparametric Programming
2021
Burcu Beykal, Hari S Ganesh, Iosif Pappas, Jesus Flores-Cerrillo, Yanan Cao, Efstratios N Pistikopoulos, Styliani Avraamidou, Dustin Kenefake, Yajun Wang, Simon Leyland
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2021/proceeding/paper/434c-smart-manufacturing-and-optimal-operation-industrial-air-separation-unit-surrogate-modeling-and
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
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
Combining Experimental Isotherms, Minimalistic Simulations, and a Model to Understand and Predict Chemical Adsorption onto Montmorillonite Clays
2021
Meichen Wang, Sara E. E Hearon, Phanourios Tamamis, Burcu Beykal, Efstratios N Pistikopoulos, Timothy D Phillips, Hari S Ganesh, Asuka A Orr
Research Type: Journal Article

https://doi.org/10.1021/acsomega.1c00481
Smart Manufacturing for Monitoring and Control of an Industrial Air Separation Unit
2021
Burcu Beykal, Efstratios N Pistikopoulos, Yajun Wang, Dustin Kenefake, Yanan Cao, Jesus Flores-Cerrillo, Iosif Pappas, Simon Leyland, Styliani Avraamidou, Hari S Ganesh
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

A Multi- parametric Programming Approach for the Multiobjective Optimization of Mixed-Integer Linear Programs
2021
Burcu Beykal, Styliani Avraamidou, Justin Katz, Baris Burnak, Iosif Pappas, Efstratios N Pistikopoulos, Metin Turkay
Research Type: Poster/Presentation

A Bi-level Mixed-Integer Data-Driven Optimization Approach for the Integrated Planning and Scheduling Problem Under Demand Uncertainty
2021
Burcu Beykal, Efstratios N Pistikopoulos, Styliani Avraamidou
Research Type: Poster/Presentation

Big Data in Environmental Science and Toxicology, Manipulating and Displaying Big(ish) Data in R
2021
Fred A. Wright, Allison Dickey, Burcu Beykal
Research Type: Poster/Presentation

Continuous-Time Surrogate Models for Data-Driven Dynamic Optimization
2022
Burcu Beykal, Efstratios N Pistikopoulos, Nikolaos A Diangelakis
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-323-95879-0.50035-7
A Framework to Facilitate Decision Making for Infrastructure Options Analysis of Distribution and Utilities Systems in Chemical Production Plants
2022
Anh Tran, Richard Cory Allen, Scott G. Moffatt, Marcello Di Martino, Iosif Pappas, Efstratios N. Pistikopoulos, Burcu Beykal, Styliani Avraamidou, Russell R. Husfeld, Sam Eleff
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-323-95879-0.50140-5
Data-driven Stochastic Optimization of Numerically Infeasible Differential Algebraic Equations: An Application to the Steam Cracking Process
2022
Melis Onel, Burcu Beykal, Efstratios N Pistikopoulos, Onur Onel, Zahir Aghayev
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-323-85159-6.50263-3
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
Recovery of Transparent Dynamic Models from Black-Box Systems Using Symbolic Regression
2022
Benjamin Cohen, Burcu Beykal, Georgios Bollas
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2022/proceeding/paper/182f-recovery-transparent-dynamic-models-black-box-systems-using-symbolic-regression
Data-Driven Optimization of Mixed-integer Bi-level Multi-follower Integrated Planning and Scheduling Problems Under Demand Uncertainty
2022
Styliani Avraamidou, Burcu Beykal, Efstratios N Pistikopoulos
Research Type: Journal Article

https://doi.org/10.1016/j.compchemeng.2021.107551