Fani Boukouvala

23 papers C 1Journal 22
YearRankTypeTitle / Venue / Authors
2026 J jnl
Data-driven Lipschitz-informed convex underestimators for branch-and-bound optimization of black-box functions.
J. Glob. Optim.
Ravutla Suryateja, Fani Boukouvala
2024 J jnl
Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs.
Eng. Appl. Artif. Intell.
William Bradley, Ron Volkovinsky, Fani Boukouvala
2024 J jnl
Fitting micro-kinetic models to transient kinetics of temporal analysis of product reactors using kinetics-informed neural networks.
CoRR
Dingqi Nai, Gabriel S. Gusmão, Zachary A. Kilwein, Fani Boukouvala, Andrew J. Medford
2024 J jnl
Machine learning in process systems engineering: Challenges and opportunities.
Comput. Chem. Eng.
Prodromos Daoutidis, Jay H. Lee, Srinivas Rangarajan, Leo Chiang, R. Bhushan Gopaluni, Artur M. Schweidtmann, Iiro Harjunkoski, Mehmet Mercangöz, Ali Mesbah, Fani Boukouvala, Fernando V. Lima, Ehecatl Antonio del Rio-Chanona, Christos Georgakis
2023 J jnl
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression.
Comput. Chem. Eng.
Jinhyeun Kim, Christopher Luettgen, Kamran Paynabar, Fani Boukouvala
2022 J jnl
Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization.
J. Glob. Optim.
Jianyuan Zhai, Fani Boukouvala
2022 J jnl
Perspectives on the integration between first-principles and data-driven modeling.
Comput. Chem. Eng.
William Bradley, Jinhyeun Kim, Zachary A. Kilwein, Logan Blakely, Michael Eydenberg, Jordan Jalvin, Carl D. Laird, Fani Boukouvala
2021 J jnl
Correction to: A preface to the special issue in memory of Professor Christodoulos A. Floudas.
Optim. Lett.
Fani Boukouvala, Chrysanthos E. Gounaris
2020 J jnl
A preface to the special issue in memory of Professor Christodoulos A. Floudas.
Optim. Lett.
Fani Boukouvala, Chrysanthos E. Gounaris
2020 J jnl
An integrated data-driven modeling & global optimization approach for multi-period nonlinear production planning problems.
Comput. Chem. Eng.
C. Doga Demirhan, Fani Boukouvala, Kyungwon Kim, Hyeju Song, William W. Tso, Christodoulos A. Floudas, Efstratios N. Pistikopoulos
2020 J jnl
Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques.
Optim. Lett.
Sun Hye Kim, Fani Boukouvala
2020 J jnl
Managing uncertainty in data-driven simulation-based optimization.
Comput. Chem. Eng.
Gordon Hüllen, Jianyuan Zhai, Sun Hye Kim, Anshuman Sinha, Matthew J. Realff, Fani Boukouvala
2020 J jnl
Surrogate-based optimization for mixed-integer nonlinear problems.
Comput. Chem. Eng.
Sun Hye Kim, Fani Boukouvala
2018 J jnl
Global optimization of grey-box computational systems using surrogate functions and application to highly constrained oil-field operations.
Comput. Chem. Eng.
Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Nadav Sorek, Hardikkumar Zalavadia, Eduardo Gildin
2018 J jnl
Optimal design of energy systems using constrained grey-box multi-objective optimization.
Comput. Chem. Eng.
Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Efstratios N. Pistikopoulos
2018 J jnl
Optimization of black-box problems using Smolyak grids and polynomial approximations.
J. Glob. Optim.
Chris A. Kieslich, Fani Boukouvala, Christodoulos A. Floudas
2017 J jnl
ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems.
Optim. Lett.
Fani Boukouvala, Christodoulos A. Floudas
2017 J jnl
Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption.
J. Glob. Optim.
Fani Boukouvala, M. M. Faruque Hasan, Christodoulos A. Floudas
2016 C conf
Data-driven modeling and global optimization of industrial-scale petrochemical planning operations.
ACC
Fani Boukouvala, Jie Li, Xin Xiao, Christodoulos A. Floudas
2016 J jnl
Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO.
Eur. J. Oper. Res.
Fani Boukouvala, Ruth Misener, Christodoulos A. Floudas
2015 J jnl
A multi-scale framework for CO
Comput. Chem. Eng.
M. M. Faruque Hasan, Eric L. First, Fani Boukouvala, Christodoulos A. Floudas
2012 J jnl
An integrated approach for dynamic flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process.
Comput. Chem. Eng.
Fani Boukouvala, Vasilios Niotis, Rohit Ramachandran, Fernando J. Muzzio, Marianthi G. Ierapetritou
2012 J jnl
Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method.
Comput. Chem. Eng.
Fani Boukouvala, Marianthi G. Ierapetritou