Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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Recovery of Transparent Dynamic Models from Black-Box Systems Using Symbolic Regression
2022
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
A Smart Manufacturing Strategy for Multi‐Parametric Model Predictive Control in Air Separation Systems
2022
Efstratios N. Pistikopoulos, Simon Leyland, Dustin Kenefake, Burcu Beykal, Styliani Avraamidou, Hari S. Ganesh, Iosif Pappas, Yajun Wang, Jesus Flores-Cerrillo, Joannah Otashu, Yanan Cao
Research Type: Journal Article

https://doi.org/10.1002/amp2.10120
Using Immobilized Lipase as Biocatalyst for Production of Biodiesel
2022
Burcu Beykal, Hamid Ziloui, Hasan Nikkhah
Research Type: Poster/Presentation

Data-driven Stochastic Optimization of the Steam Cracking Process with Implicit Constraints
2022
Research Type: Poster/Presentation

Data Analytics Inspired Process Systems Engineering: Applications to Reactor Design and Supply Chain Management
2022
Research Type: Poster/Presentation

Recovery of Transparent Dynamic Models from Black-Box Systems using Symbolic Regression
2022
George M. Bollas, Burcu Beykal, Benjamin Cohen
Research Type: Poster/Presentation

An Economical and Environmentally Friendly Process for Bioethanol Purification
2022
Hasan Nikkhah, Burcu Beykal
Research Type: Poster/Presentation

Surrogate Modeling of Chemical Processes using Optimal Neural Networks
2022
Burcu Beykal, Bradley Stutzman
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

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