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Fani Boukouvala · SciRah

Researcher profile · Semantic Scholar

Fani Boukouvala

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Fani Boukouvala — researcher profile on SciRah

h-index: 29
Works: 85
Citations: 3,162

Most-cited papers

A multi-scale framework for CO2 capture, utilization, and sequestration: CCUS and CCU
M. M. Faruque Hasan, Eric L. First, Fani Boukouvala, C. Floudas
2015Computers and Chemical Engineering344 citations Open access
Semantic Scholar
Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO
Fani Boukouvala, R. Misener, C. Floudas
2016European Journal of Operational Research233 citations Open access
Semantic Scholar
Perspectives on the integration between first-principles and data-driven modeling
William Bradley, Jinhyeun Kim, Zachary Kilwein, Logan Blakely +4 more
2022Computers and Chemical Engineering208 citations Open access
Semantic Scholar
Nationwide, Regional, and Statewide CO2 Capture, Utilization, and Sequestration Supply Chain Network Optimization
M. M. Faruque Hasan, Fani Boukouvala, Eric L. First, C. Floudas
2014188 citations
Semantic Scholar
An integrated approach for dynamic flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process
Fani Boukouvala, Vasilios Niotis, R. Ramachandran, F. Muzzio +1 more
2012Computers and Chemical Engineering183 citations
Semantic Scholar
ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems
Fani Boukouvala, C. Floudas
2016Optimization Letters136 citations
Semantic Scholar
Machine learning in process systems engineering: Challenges and opportunities
Prodromos Daoutidis, Jay H. Lee, Srinivas Rangarajan, Leo H. Chiang +9 more
2024Computers and Chemical Engineering127 citations Open access
Semantic Scholar
Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption
Fani Boukouvala, M. M. Faruque Hasan, C. Floudas
2017Journal of Global Optimization110 citations Open access
Semantic Scholar
Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques
Sun Hye Kim, Fani Boukouvala
2019Optimization Letters104 citations Open access
Semantic Scholar
Surrogate-Based Optimization of Expensive Flowsheet Modeling for Continuous Pharmaceutical Manufacturing
Fani Boukouvala, M. Ierapetritou
2013Journal of Pharmaceutical Innovation99 citations
Semantic Scholar
Design Space of Pharmaceutical Processes Using Data-Driven-Based Methods
Fani Boukouvala, F. Muzzio, M. Ierapetritou
2010Journal of Pharmaceutical Innovation96 citations
Semantic Scholar
Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method
Fani Boukouvala, M. Ierapetritou
2012Computers and Chemical Engineering95 citations
Semantic Scholar
Optimal Design of Energy Systems Using Constrained Grey-Box Multi-Objective Optimization
Burcu Beykal, Fani Boukouvala, C. Floudas, E. Pistikopoulos
2018Computers and Chemical Engineering79 citations Open access
Semantic Scholar
Global optimization of grey-box computational systems using surrogate functions and application to highly constrained oil-field operations
Burcu Beykal, Fani Boukouvala, C. Floudas, N. Sorek +2 more
2018Computers and Chemical Engineering77 citations
Semantic Scholar
Surrogate-based optimization for mixed-integer nonlinear problems
Sun Hye Kim, Fani Boukouvala
2020Computers and Chemical Engineering74 citations Open access
Semantic Scholar
Computer-Aided Flowsheet Simulation of a Pharmaceutical Tablet Manufacturing Process Incorporating Wet Granulation
Fani Boukouvala, A. Chaudhury, Maitraye Sen, Ruijie Zhou +3 more
2013Journal of Pharmaceutical Innovation69 citations
Semantic Scholar
Reduced-order discrete element method modeling
Fani Boukouvala, Yijie Gao, F. Muzzio, M. Ierapetritou
201365 citations
Semantic Scholar
Derivative‐free optimization for expensive constrained problems using a novel expected improvement objective function
Fani Boukouvala, M. Ierapetritou
201464 citations
Semantic Scholar
Data-Driven Mathematical Modeling and Global Optimization Framework for Entire Petrochemical Planning Operations
Jie Li, Xin Xiao, Fani Boukouvala, C. Floudas +4 more
201661 citations Open access
Semantic Scholar
Dynamic Data-Driven Modeling of Pharmaceutical Processes
Fani Boukouvala, F. Muzzio, M. Ierapetritou
201160 citations
Semantic Scholar
Stages and Kinetics of Mechanochemical Depolymerization of Poly(ethylene terephthalate) with Sodium Hydroxide
Andrew W. Tricker, Anuoluwatobi A. Osibo, Yu-Chen Chang, Jason X. Kang +6 more
2022ACS Sustainable Chemistry & Engineering58 citations
Semantic Scholar
Managing uncertainty in data-driven simulation-based optimization
Gordon Hüllen, Jianyuan Zhai, Sun Hye Kim, Anshuman Sinha +2 more
2020Computers and Chemical Engineering58 citations Open access
Semantic Scholar
Computational Approaches for Studying the Granular Dynamics of Continuous Blending Processes, 2 – Population Balance and Data‐Based Methods
Fani Boukouvala, A. Dubey, Aditya U. Vanarase, R. Ramachandran +2 more
201255 citations
Semantic Scholar
Process development and techno-economic analysis for mechanochemical recycling of poly(ethylene terephthalate)
Elisavet Anglou, Arvind Ganesan, Yuchen Chang, Kinga M. Gołąbek +6 more
2023Chemical Engineering Journal41 citations Open access
Semantic Scholar
Predictive modeling of pharmaceutical processes with missing and noisy data
Fani Boukouvala, F. Muzzio, M. Ierapetritou
201040 citations
Semantic Scholar
Dimensionality reduction for production optimization using polynomial approximations
N. Sorek, E. Gildin, Fani Boukouvala, Burcu Beykal +1 more
2017Computational Geosciences37 citations
Semantic Scholar
Two-Stage Approach to Parameter Estimation of Differential Equations Using Neural ODEs
William Bradley, Fani Boukouvala
2021Industrial & Engineering Chemistry Research36 citations
Semantic Scholar
Optimization of black-box problems using Smolyak grids and polynomial approximations
C. Kieslich, Fani Boukouvala, C. Floudas
2018Journal of Global Optimization32 citations
Semantic Scholar
Improvement of Tablet Coating Uniformity Using a Quality by Design Approach
A. Dubey, Fani Boukouvala, Golshid Keyvan, Richard Hsia +5 more
2012AAPS PharmSciTech31 citations Open access
Semantic Scholar
Computer Aided Design and Analysis of Continuous Pharmaceutical Manufacturing Processes
Fani Boukouvala, R. Ramachandran, Aditya U. Vanarase, F. Muzzio +1 more
201123 citations
Semantic Scholar
Modeling Mechanochemical Depolymerization of PET in Ball-Mill Reactors Using DEM Simulations
Elisavet Anglou, Yuchen Chang, William Bradley, Carsten Sievers +1 more
2024ACS Sustainable Chemistry and Engineering21 citations Open access
Semantic Scholar
An integrated data-driven modeling & global optimization approach for multi-period nonlinear production planning problems
C. Demirhan, Fani Boukouvala, Kyungwon Kim, Hyeju Song +3 more
2020Computers and Chemical Engineering21 citations
Semantic Scholar
Data-Driven Simultaneous Process Optimization and Adsorbent Selection for Vacuum Pressure Swing Adsorption
Sun Hye Kim, H. O. R. Landa, Suryateja Ravutla, M. Realff +1 more
2022Chemical engineering research & design19 citations Open access
Semantic Scholar
Physics-informed machine learning with optimization-based guarantees: Applications to AC power flow
Jordan Jalving, Michael Eydenberg, Logan Blakely, Anya Castillo +4 more
2024International Journal of Electrical Power & Energy Systems16 citations Open access
Semantic Scholar
Surrogate model optimization of vacuum pressure swing adsorption using a flexible metal organic framework with hysteretic sigmoidal isotherms
Yuya Takakura, Suryateja Ravutla, Jinsu Kim, Keisuke Ikeda +6 more
2024International Journal of Greenhouse Gas Control15 citations Open access
Semantic Scholar
Enabling Informed Decisions on Pyrolysis: A Key to Turn the Tide on Plastics Recycling
P. M. Stathatou, Elisavet Anglou, Yuchen Chang, Jacob Sweet +8 more
2025ACS Sustainable Chemistry and Engineering13 citations
Semantic Scholar
Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization
Jianyuan Zhai, Fani Boukouvala
2021Journal of Global Optimization13 citations
Semantic Scholar
Improving Continuous Powder Blending Performance Using Projection to Latent Structures Regression
Yijie Gao, Fani Boukouvala, William E. Engisch, Wei Meng +2 more
2013Journal of Pharmaceutical Innovation13 citations
Semantic Scholar
Surrogate-based branch-and-bound algorithms for simulation-based black-box optimization
Jianyuan Zhai, Fani Boukouvala
2022Optimization and Engineering12 citations
Semantic Scholar
Computational Notebooks in Chemical Engineering Curricula
Jonathan Verrett, Fani Boukouvala, A. Dowling, Zachary W. Ulissi +1 more
20202018 Winter Chemical Engineering Education Journal12 citations
Semantic Scholar
Optimization with Neural Network Feasibility Surrogates: Formulations and Application to Security-Constrained Optimal Power Flow
Zachary Kilwein, Jordan Jalving, Michael Eydenberg, Logan Blakely +3 more
2023Energies11 citations Open access
Semantic Scholar
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression
Jinhyeun Kim, Christopher Luettgen, K. Paynabar, Fani Boukouvala
2023Computers and Chemical Engineering11 citations Open access
Semantic Scholar
Nonlinear variable selection algorithms for surrogate modeling
Jianyuan Zhai, Fani Boukouvala
2019AIChE Journal11 citations
Semantic Scholar
Flexible Multipurpose Continuous Processing of Pharmaceutical Tablet Manufacturing Process
Ravendra Singh, Fani Boukouvala, E. Jayjock, M. Ierapetritou +1 more
201211 citations
Semantic Scholar
Effects of Surrogate Hybridization and Adaptive Sampling for Simulation-Based Optimization
Suryateja Ravutla, A. Bai, M. Realff, Fani Boukouvala
2025Industrial & Engineering Chemistry Research10 citations
Semantic Scholar
Physics-Informed Machine Learning with Optimization-Based Guarantees: Applications to Ac Power Flow
Michael Eydenberg, Jordan Jalving, Logan Blakely, Anya Castillo +3 more
2022Social Science Research Network10 citations
Semantic Scholar
Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs
William Bradley, Ron Volkovinsky, Fani Boukouvala
2024Engineering applications of artificial intelligence9 citations Open access
Semantic Scholar
A cradle-to-gate life cycle assessment of mechanochemical recycling of poly(ethylene terephthalate) waste
Elisavet Anglou, Fani Boukouvala, P. M. Stathatou
2025Chemical Engineering Journal8 citations Open access
Semantic Scholar
Data-driven modeling and global optimization of industrial-scale petrochemical planning operations
Fani Boukouvala, Jie Li, Xin Xiao, C. Floudas
2016American Control Conference8 citations Open access
Semantic Scholar
AC-Optimal Power Flow Solutions with Security Constraints from Deep Neural Network Models
Zachary Kilwein, Fani Boukouvala, C. Laird, Anya Castillo +4 more
202131st European Symposium on Computer Aided Process Engineering6 citations Open access
Semantic Scholar

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