Burcu Beykal
Assistant Professor/Chem and Biomolecular Engr

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Data-Driven Optimization of Highly Constrained Oil Recovery Processes Using Neural Network Surrogate Models and Classification Based Implicit Constraint Handling Schemes
2023
Burcu Beykal, Dimitrios Voulanas, Daniel Badawi, Zahir Aghayev, Eduardo Gildin
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2023/proceeding/paper/430b-data-driven-optimization-highly-constrained-oil-recovery-processes-using-neural-network
Computational Characterization of the Estrogenic Activity of Environmental Chemicals Using High-Throughput Microscopy and Machine Learning
2023
Burcu Beykal, Moustafa Ali, Michael A Mancini, Zahir Aghayev, Efstratios N Pistikopoulos, George F Walker, Adam T Szafran, Funda Iseri, Fabio Stossi
Research Type: Conference Proceedings

https://proceedings.aiche.org/conferences/aiche-annual-meeting/2023/proceeding/paper/618b-computational-characterization-estrogenic-activity-environmental-chemicals-using-high
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
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
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
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
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