Fani Boukouvala

According to our database, Fani Boukouvala authored at least 20 papers between 2012 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Machine learning in process systems engineering: Challenges and opportunities.

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

Comput. Chem. Eng., February, 2024

2023

Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression.

Jinhyeun Kim, Christopher Luettgen, Kamran Paynabar, Fani Boukouvala

Comput. Chem. Eng., October, 2023

2022

Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization.

Jianyuan Zhai, Fani Boukouvala

J. Glob. Optim., 2022

Perspectives on the integration between first-principles and data-driven modeling.

William Bradley, Jinhyeun Kim, Zachary Kilwein, Logan Blakely, Michael Eydenberg, Jordan Jalvin, Carl D. Laird, Fani Boukouvala

Comput. Chem. Eng., 2022

2021

Correction to: A preface to the special issue in memory of Professor Christodoulos A. Floudas.

Fani Boukouvala, Chrysanthos E. Gounaris

Optim. Lett., 2021

2020

Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques.

Sun Hye Kim, Fani Boukouvala

Optim. Lett., 2020

A preface to the special issue in memory of Professor Christodoulos A. Floudas.

Fani Boukouvala, Chrysanthos E. Gounaris

Optim. Lett., 2020

Surrogate-based optimization for mixed-integer nonlinear problems.

Sun Hye Kim, Fani Boukouvala

Comput. Chem. Eng., 2020

Managing uncertainty in data-driven simulation-based optimization.

Gordon Hüllen, Jianyuan Zhai, Sun Hye Kim, Anshuman Sinha, Matthew J. Realff, Fani Boukouvala

Comput. Chem. Eng., 2020

An integrated data-driven modeling & global optimization approach for multi-period nonlinear production planning problems.

C. Doga Demirhan, Fani Boukouvala, Kyungwon Kim, Hyeju Song, William W. Tso, Christodoulos A. Floudas, Efstratios N. Pistikopoulos

Comput. Chem. Eng., 2020

2018

Optimization of black-box problems using Smolyak grids and polynomial approximations.

Chris A. Kieslich, Fani Boukouvala, Christodoulos A. Floudas

J. Glob. Optim., 2018

Global optimization of grey-box computational systems using surrogate functions and application to highly constrained oil-field operations.

Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Nadav Sorek, Hardikkumar Zalavadia, Eduardo Gildin

Comput. Chem. Eng., 2018

Optimal design of energy systems using constrained grey-box multi-objective optimization.

Burcu Beykal, Fani Boukouvala, Christodoulos A. Floudas, Efstratios N. Pistikopoulos

Comput. Chem. Eng., 2018

2017

ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems.

Fani Boukouvala, Christodoulos A. Floudas

Optim. Lett., 2017

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, Christodoulos A. Floudas

J. Glob. Optim., 2017

2016

Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO.

Fani Boukouvala, Ruth Misener, Christodoulos A. Floudas

Eur. J. Oper. Res., 2016

Data-driven modeling and global optimization of industrial-scale petrochemical planning operations.

Fani Boukouvala, Jie Li, Xin Xiao, Christodoulos A. Floudas

Proceedings of the 2016 American Control Conference, 2016

2015

A multi-scale framework for CO₂ capture, utilization, and sequestration: CCUS and CCU.

M. M. Faruque Hasan, Eric L. First, Fani Boukouvala, Christodoulos A. Floudas

Comput. Chem. Eng., 2015

2012

An integrated approach for dynamic flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process.

Fani Boukouvala, Vasilios Niotis, Rohit Ramachandran, Fernando J. Muzzio, Marianthi G. Ierapetritou

Comput. Chem. Eng., 2012

Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method.

Fani Boukouvala, Marianthi G. Ierapetritou

Comput. Chem. Eng., 2012