Fani Boukouvala

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 19

Top Topics

Global Optimization

Gaussian Process Regression

Nonlinear Programming

Highly Constrained

Top Venues

Comput. Chem. Eng.

J. Glob. Optim.

Publications

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 (2024)
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 (2024)
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 (2024)
Jinhyeun Kim, Christopher Luettgen, Kamran Paynabar, Fani Boukouvala
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression. Comput. Chem. Eng. 178 (2023)
Jianyuan Zhai, Fani Boukouvala
Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization. J. Glob. Optim. 82 (1) (2022)
William Bradley, Jinhyeun Kim, Zachary 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 (2022)
Fani Boukouvala, Chrysanthos E. Gounaris
Correction to: A preface to the special issue in memory of Professor Christodoulos A. Floudas. Optim. Lett. 15 (6) (2021)
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 (2020)
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) (2020)
Fani Boukouvala, Chrysanthos E. Gounaris
A preface to the special issue in memory of Professor Christodoulos A. Floudas. Optim. Lett. 14 (4) (2020)
Sun Hye Kim, Fani Boukouvala
Surrogate-based optimization for mixed-integer nonlinear problems. Comput. Chem. Eng. 140 (2020)
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 (2020)
Chris A. Kieslich, Fani Boukouvala, Christodoulos A. Floudas
Optimization of black-box problems using Smolyak grids and polynomial approximations. J. Glob. Optim. 71 (4) (2018)
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 (2018)
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 (2018)
Fani Boukouvala, Christodoulos A. Floudas
ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems. Optim. Lett. 11 (5) (2017)
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) (2017)
Fani Boukouvala, Jie Li, Xin Xiao, Christodoulos A. Floudas
Data-driven modeling and global optimization of industrial-scale petrochemical planning operations. ACC (2016)
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) (2016)
M. M. Faruque Hasan, Eric L. First, Fani Boukouvala, Christodoulos A. Floudas
capture, utilization, and sequestration: CCUS and CCU. Comput. Chem. Eng. 81 (2015)
Fani Boukouvala, Marianthi G. Ierapetritou
Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method. Comput. Chem. Eng. 36 (2012)
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 (2012)