Fani Boukouvala
Orcid: 0000-0002-0584-1517
According to our database1,
Fani Boukouvala
authored at least 22 papers
between 2012 and 2024.
Collaborative distances:
Collaborative distances:
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Bibliography
2024
Comput. Chem. Eng., February, 2024
Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs.
Eng. Appl. Artif. Intell., 2024
Fitting micro-kinetic models to transient kinetics of temporal analysis of product reactors using kinetics-informed neural networks.
CoRR, 2024
2023
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression.
Comput. Chem. Eng., October, 2023
2022
Data-driven spatial branch-and-bound algorithms for box-constrained simulation-based optimization.
J. Glob. Optim., 2022
Comput. Chem. Eng., 2022
2021
Correction to: A preface to the special issue in memory of Professor Christodoulos A. Floudas.
Optim. Lett., 2021
2020
Machine learning-based surrogate modeling for data-driven optimization: a comparison of subset selection for regression techniques.
Optim. Lett., 2020
Optim. Lett., 2020
Comput. Chem. Eng., 2020
Comput. Chem. Eng., 2020
An integrated data-driven modeling & global optimization approach for multi-period nonlinear production planning problems.
Comput. Chem. Eng., 2020
2018
Optimization of black-box problems using Smolyak grids and polynomial approximations.
J. Glob. Optim., 2018
Global optimization of grey-box computational systems using surrogate functions and application to highly constrained oil-field operations.
Comput. Chem. Eng., 2018
Optimal design of energy systems using constrained grey-box multi-objective optimization.
Comput. Chem. Eng., 2018
2017
ARGONAUT: AlgoRithms for Global Optimization of coNstrAined grey-box compUTational problems.
Optim. Lett., 2017
Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption.
J. Glob. Optim., 2017
2016
Global optimization advances in Mixed-Integer Nonlinear Programming, MINLP, and Constrained Derivative-Free Optimization, CDFO.
Eur. J. Oper. Res., 2016
Data-driven modeling and global optimization of industrial-scale petrochemical planning operations.
Proceedings of the 2016 American Control Conference, 2016
2015
A multi-scale framework for CO<sub>2</sub> capture, utilization, and sequestration: CCUS and CCU.
Comput. Chem. Eng., 2015
2012
An integrated approach for dynamic flowsheet modeling and sensitivity analysis of a continuous tablet manufacturing process.
Comput. Chem. Eng., 2012
Feasibility analysis of black-box processes using an adaptive sampling Kriging-based method.
Comput. Chem. Eng., 2012