Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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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

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
Data-Driven Optimization of Integrated Planning and Scheduling Problems Under Demand Uncertainty
2020
Burcu Beykal, Styliani Avraamidou, Efstratios N Pistikopoulos
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2020/proceeding/session/interactive-session-data-and-information-systems
At the Interface of Ab-Initio Modeling and Data Analytics: A Hybrid Approach to Process Design, Control, and Optimization
2020
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2020/proceeding/paper/3cn-interface-ab-initio-modeling-and-data-analytics-hybrid-approach-process-design-control-and
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
Classification of estrogenic compounds by coupling high content analysis and machine learning algorithms
2020
Maureen G Mancini, Rajib Mukherjee, Fabio Stossi, Burcu Beykal, Efstratios N Pistikopoulos, Michael A Mancini, Adam T Szafran, Melis Onel, Fred A Wright, Dillon Lloyd, Lan Zhou
Research Type: Journal Article

https://doi.org/10.1371/journal.pcbi.1008191
A data-driven optimization algorithm for differential algebraic equations with numerical infeasibilities
2020
Onur Onel, Burcu Beykal, Efstratios N Pistikopoulos, Melis Onel
Research Type: Journal Article

https://doi.org/10.1002/aic.16657
DOMINO: Data-driven Optimization of bi-level Mixed-Integer NOnlinear Problems
2020
Melis Onel, Styliani Avraamidou, Ioannis P E Pistikopoulos, Efstratios N Pistikopoulos, Burcu Beykal
Research Type: Journal Article

https://doi.org/10.1007/s10898-020-00890-3
Estrogen Receptor Activity Prediction of Environmental Toxicants Using Image Analysis and Data-driven Modeling
2020
Hari S Ganesh, Lan Zhou, Adam T Szafran, Efstratios N Pistikopoulos, Fabio Stossi, Burcu Beykal, Michael A Mancini
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

Development of the Texas A&M Superfund Research Program Computational Platform for Data Integration, Visualization, and Analysis
2019
Melis Onel, Efstratios N Pistikopoulos, Burcu Beykal, Michael A Mancini, Lan Zhou, Rajib Mukherjee, Fred A Wright, Fabio Stossi, Adam T Szafran
Research Type: Conference Proceedings

https://doi.org/10.1016/B978-0-12-818634-3.50162-4
Bi-Level Mixed-Integer Optimization for Planning and Scheduling Integration Using the DOMINO Framework
2019
Burcu Beykal, Efstratios N Pistikopoulos, Styliani Avraamidou
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2019/proceeding/paper/575c-bi-level-mixed-integer-optimization-planning-and-scheduling-integration-using-domino-framework
Quantitative Evaluation of Grouping Complex Substances and Sorbent Material Design: Delivering Data-Informed Insights
2019
Efstratios N Pistikopoulos, Lan Zhou, Melis Onel, Fred A Wright, Timothy D Phillips, Ivan Rusyn, Burcu Beykal
Research Type: Conference Proceedings

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
The Development of Multiparametric Model Predictive Controllers Via the ARGONAUT Framework
2019
Iosif Pappas, Nikolaos A Diangelakis, Efstratios N Pistikopoulos, Burcu Beykal, Justin Katz
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2019/proceeding/paper/371m-development-multiparametric-model-predictive-controllers-argonaut-framework
Grouping of complex substances using analytical chemistry data: A framework for quantitative evaluation and visualization
2019
John S House, Thomas J McDonald, Burcu Beykal, Ivan Rusyn, Melis Onel, David A Sheen, Lan Zhou, Efstratios N Pistikopoulos, Kyle Ferguson, Weihsueh A Chiu, Fred A Wright
Research Type: Journal Article

https://doi.org/10.1371/journal.pone.0223517
Classification of Estrogenic Compounds Through Image Analysis Using Machine Learning Algorithms
2019
Burcu Beykal, Fabio Stossi, Adam T Szafran, Efstratios N Pistikopoulos, Michael A Mancini, Maureen G Mancini, Rajib Mukherjee, Melis Onel, Lan Zhou
Research Type: Poster/Presentation