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ORCIDFani Boukouvala
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2020 – today
- 2024
[j20]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:
Machine learning in process systems engineering: Challenges and opportunities. Comput. Chem. Eng. 181: 108523 (2024)- [j19]William Bradley, Ron Volkovinsky, Fani Boukouvala:
Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs. Eng. Appl. Artif. Intell. 130: 107611 (2024) - [i1]Dingqi Nai, Gabriel S. Gusmão, Zachary A. Kilwein, Fani Boukouvala, Andrew J. Medford:
Fitting micro-kinetic models to transient kinetics of temporal analysis of product reactors using kinetics-informed neural networks. CoRR abs/2406.13904 (2024) - 2023
- [j18]Jinhyeun Kim, Christopher Luettgen, Kamran Paynabar, Fani Boukouvala:
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression. Comput. Chem. Eng. 178: 108320 (2023) - 2022
- [j17]William Bradley, Jinhyeun Kim, Zachary A. Kilwein, Logan Blakely, Michael Eydenberg, Jordan Jalvin, Carl D. Laird, Fani Boukouvala:
Perspectives on the integration between first-principles and data-driven modeling. Comput. Chem. Eng. 166: 107898 (2022) - [j16]Jianyuan Zhai, Fani Boukouvala:
Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization. J. Glob. Optim. 82(1): 21-50 (2022) - 2021
- [j15]Fani Boukouvala, Chrysanthos E. Gounaris:
Correction to: A preface to the special issue in memory of Professor Christodoulos A. Floudas. Optim. Lett. 15(6): 2343 (2021) - 2020
- [j14]Gordon Hüllen, Jianyuan Zhai, Sun Hye Kim, Anshuman Sinha, Matthew J. Realff, Fani Boukouvala:
Managing uncertainty in data-driven simulation-based optimization. Comput. Chem. Eng. 136: 106519 (2020) - [j13]Sun Hye Kim, Fani Boukouvala:
Surrogate-based optimization for mixed-integer nonlinear problems. Comput. Chem. Eng. 140: 106847 (2020) - [j12]C. Doga Demirhan, Fani Boukouvala, Kyungwon Kim, Hyeju Song, William W. Tso, Christodoulos A. Floudas, Efstratios N. Pistikopoulos:
An integrated data-driven modeling & global optimization approach for multi-period nonlinear production planning problems. Comput. Chem. Eng. 141: 107007 (2020) - [j11]Fani Boukouvala, Chrysanthos E. Gounaris:
A preface to the special issue in memory of Professor Christodoulos A. Floudas. Optim. Lett. 14(4): 797-800 (2020) - [j10]Sun Hye Kim, Fani Boukouvala:
Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques. Optim. Lett. 14(4): 989-1010 (2020)
2010 – 2019
- 2018
- [j9]Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Nadav Sorek, Hardikkumar Zalavadia, Eduardo Gildin:
Global optimization of grey-box computational systems using surrogate functions and application to highly constrained oil-field operations. Comput. Chem. Eng. 114: 99-110 (2018) - [j8]Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Efstratios N. Pistikopoulos:
Optimal design of energy systems using constrained grey-box multi-objective optimization. Comput. Chem. Eng. 116: 488-502 (2018) - [j7]Chris A. Kieslich, Fani Boukouvala, Christodoulos A. Floudas:
Optimization of black-box problems using Smolyak grids and polynomial approximations. J. Glob. Optim. 71(4): 845-869 (2018) - 2017
- [j6]Fani Boukouvala, M. M. Faruque Hasan, Christodoulos A. Floudas:
Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption. J. Glob. Optim. 67(1-2): 3-42 (2017) - [j5]Fani Boukouvala, Christodoulos A. Floudas:
ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems. Optim. Lett. 11(5): 895-913 (2017) - 2016
- [j4]Fani Boukouvala, Ruth Misener, Christodoulos A. Floudas:
Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO. Eur. J. Oper. Res. 252(3): 701-727 (2016) - [c1]Fani Boukouvala, Jie Li, Xin Xiao, Christodoulos A. Floudas:
Data-driven modeling and global optimization of industrial-scale petrochemical planning operations. ACC 2016: 3340-3345 - 2015
- [j3]M. M. Faruque Hasan, Eric L. First, Fani Boukouvala, Christodoulos A. Floudas:
A multi-scale framework for CO2 capture, utilization, and sequestration: CCUS and CCU. Comput. Chem. Eng. 81: 2-21 (2015) - 2012
- [j2]Fani Boukouvala, Marianthi G. Ierapetritou:
Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method. Comput. Chem. Eng. 36: 358-368 (2012) - [j1]Fani Boukouvala, Vasilios Niotis, Rohit Ramachandran, Fernando J. Muzzio, Marianthi G. Ierapetritou:
An integrated approach for dynamic flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process. Comput. Chem. Eng. 42: 30-47 (2012)
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