Fani Boukouvala

发表

Nonlinear variable selection algorithms for surrogate modeling

Jianyuan Zhai, Fani Boukouvala, Fani Boukouvala, 2019, AIChE Journal.

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

Efstratios N. Pistikopoulos, Christodoulos A. Floudas, Fani Boukouvala, 2018, Comput. Chem. Eng..

Surrogate-based optimization for mixed-integer nonlinear problems

Fani Boukouvala, Sun Hye Kim, Fani Boukouvala, 2020, Comput. Chem. Eng..

Advances in Optimization Under Uncertainty

Ruth Misener, Fani Boukouvala, 2018 .

Reduced-order discrete element method modeling

Fernando J. Muzzio, Fani Boukouvala, Marianthi G. Ierapetritou, 2013 .

Predictive modeling of pharmaceutical processes with missing and noisy data

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2010 .

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

Efstratios N. Pistikopoulos, Christodoulos A. Floudas, Fani Boukouvala, 2020, Comput. Chem. Eng..

Interactive Session: Data and Information Systems

Fani Boukouvala, 2019 .

Global optimization of general constrained grey-box models: new method and its application to constrained PDEs for pressure swing adsorption

Christodoulos A. Floudas, M. M. Faruque Hasan, Fani Boukouvala, 2017, J. Glob. Optim..

Dynamic Data-Driven Modeling of Pharmaceutical Processes

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2011 .

Preface for Special Issue on Frameworks for Process Intensification and Modularization

Michael Baldea, M. M. Faruque Hasan, Fani Boukouvala, 2019, Industrial & Engineering Chemistry Research.

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

Jie Li, Christodoulos A. Floudas, Xin Xiao, 2016, 2016 American Control Conference (ACC).

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

Chrysanthos E. Gounaris, Fani Boukouvala, 2020, Optim. Lett..

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

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2011 .

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

Chrysanthos E. Gounaris, Fani Boukouvala, 2019 .

INTEGRATED SIMULATION AND OPTIMIZATION OF CONTINUOUS PHARMACEUTICAL MANUFACTURING

Fani Boukouvala, Fani Boukouvala, 2013 .

Derivative‐free optimization for expensive constrained problems using a novel expected improvement objective function

Marianthi G. Ierapetritou, Fani Boukouvala, M. Ierapetritou, 2014 .

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

Marianthi G. Ierapetritou, Fani Boukouvala, M. Ierapetritou, 2012, Comput. Chem. Eng..

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

Christodoulos A. Floudas, Ruth Misener, Fani Boukouvala, 2016, Eur. J. Oper. Res..

Improving Continuous Powder Blending Performance Using Projection to Latent Structures Regression

Fernando J. Muzzio, Fani Boukouvala, William Engisch, 2013, Journal of Pharmaceutical Innovation.

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

Fani Boukouvala, Sun Hye Kim, Fani Boukouvala, 2019, Optimization Letters.

Data-Assisted Optimization

Fani Boukouvala, Fani Boukouvala, 2019 .

Flexible Multipurpose Continuous Processing of Pharmaceutical Tablet Manufacturing Process

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2012 .

Flexible multipurpose Continuous processing: Integration of process flow modeling for continuous processing of pharmaceutical solid dosage forms

Fernando J. Muzzio, Fani Boukouvala, Rohit Ramachandran, 2012 .

Computer Aided Design and Analysis of Continuous Pharmaceutical Manufacturing Processes

Marianthi G. Ierapetritou, Fernando J. Muzzio, Aditya U. Vanarase, 2011 .

Methods and Tools for Design Space Identification in Pharmaceutical Development

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2017 .

Surrogate-Based Optimization of Expensive Flowsheet Modeling for Continuous Pharmaceutical Manufacturing

Marianthi G. Ierapetritou, Fani Boukouvala, 2013, Journal of Pharmaceutical Innovation.

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

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2012, Comput. Chem. Eng..

Computational Notebooks in Chemical Engineering Curricula

Victor M. Zavala, Alexander W. Dowling, Fani Boukouvala, 2020 .

Data-Driven Mathematical Modeling and Global Optimization Framework for Entire Petrochemical Planning Operations

Christodoulos A. Floudas, Hongwei Liu, Fani Boukouvala, 2016 .

Data-Driven Spatial Branch-And-Bound Algorithms For Black-Box Optimization

Jianyuan Zhai, Fani Boukouvala, Fani Boukouvala, 2019, Computer Aided Chemical Engineering.

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

Christodoulos A. Floudas, Eduardo Gildin, Fani Boukouvala, 2018, Comput. Chem. Eng..

Simulation based optimization of expensive flowsheet models for continuous pharmaceutical manufacturing

Fani Boukouvala, 2011 .

Managing uncertainty in data-driven simulation-based optimization

Matthew J. Realff, Jianyuan Zhai, Fani Boukouvala, 2020, Comput. Chem. Eng..

Teaching data-analytics through process design

Jianyuan Zhai, Fani Boukouvala, Sun Hye Kim, 2018 .

Computer-Aided Flowsheet Simulation of a Pharmaceutical Tablet Manufacturing Process Incorporating Wet Granulation

Fani Boukouvala, Anwesha Chaudhury, Rohit Ramachandran, 2013, Journal of Pharmaceutical Innovation.

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

Christodoulos A. Floudas, M. M. Faruque Hasan, Fani Boukouvala, 2015, Comput. Chem. Eng..

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

Christodoulos A. Floudas, Fani Boukouvala, Chris A. Kieslich, 2018, J. Glob. Optim..

A Novel Framework for Carbon Capture, Utilization, and Sequestration, CCUS

Christodoulos A. Floudas, Fani Boukouvala, Eric L. First, 2014 .

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

Christodoulos A. Floudas, Fani Boukouvala, C. Floudas, 2017, Optim. Lett..

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

Jianyuan Zhai, Fani Boukouvala, Fani Boukouvala, 2021, J. Glob. Optim..

Data-driven Branch-and-bound Algorithms for Constrained Simulation-based Optimization

Jianyuan Zhai, Fani Boukouvala, Sachin Shirpurkar, 2021, 31st European Symposium on Computer Aided Process Engineering.

AC-Optimal Power Flow Solutions with Security Constraints from Deep Neural Network Models

Fani Boukouvala, Jordan Jalving, Anya Castillo, 2021, 31st European Symposium on Computer Aided Process Engineering.

Design Space of Pharmaceutical Processes Using Data-Driven-Based Methods

Marianthi G. Ierapetritou, Fernando J. Muzzio, Fani Boukouvala, 2010, Journal of Pharmaceutical Innovation.

Improvement of Tablet Coating Uniformity Using a Quality by Design Approach

Marianthi G. Ierapetritou, Fernando J. Muzzio, Atul Dubey, 2011, AAPS PharmSciTech.

Computational Approaches for Studying the Granular Dynamics of Continuous Blending Processes, 2 – Population Balance and Data‐Based Methods

Marianthi G. Ierapetritou, Fernando J. Muzzio, Atul Dubey, 2012 .

Dimensionality reduction for production optimization using polynomial approximations

Christodoulos A. Floudas, Eduardo Gildin, Fani Boukouvala, 2017, Computational Geosciences.