Fani Boukouvala

Fani Boukouvala

Georgia Institute of Technology

H-index: 26

North America-United States

About Fani Boukouvala

Fani Boukouvala, With an exceptional h-index of 26 and a recent h-index of 22 (since 2020), a distinguished researcher at Georgia Institute of Technology, specializes in the field of Process Systems Engineering, Optimization, Machine Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs

Physics-Informed Machine Learning with Optimization-Based Guarantees: Applications to Ac Power Flow

Process development and techno-economic analysis for mechanochemical recycling of poly (ethylene terephthalate)

Machine learning in process systems engineering: Challenges and opportunities

Optimization with Neural Network Feasibility Surrogates: Formulations and Application to Security-Constrained Optimal Power Flow

Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression

Hybrid Modeling and Multi-Fidelity Approaches for Data-Driven Branch-and-Bound Optimization

Discrete Element Simulation and Economics of Mechanochemical Grinding of Plastic Waste at an Industrial Scale

Fani Boukouvala Information

University

Position

Assistant Professor Chemical & Biomolecular Engineering

Citations(all)

2566

Citations(since 2020)

1699

Cited By

1566

hIndex(all)

26

hIndex(since 2020)

22

i10Index(all)

35

i10Index(since 2020)

28

Email

University Profile Page

Google Scholar

Fani Boukouvala Skills & Research Interests

Process Systems Engineering

Optimization

Machine Learning

Top articles of Fani Boukouvala

Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs

Engineering Applications of Artificial Intelligence

2024/4/1

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Physics-Informed Machine Learning with Optimization-Based Guarantees: Applications to Ac Power Flow

Available at SSRN 4245628

2024

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Process development and techno-economic analysis for mechanochemical recycling of poly (ethylene terephthalate)

Chemical Engineering Journal

2024/2/1

Machine learning in process systems engineering: Challenges and opportunities

2023/11/22

Optimization with Neural Network Feasibility Surrogates: Formulations and Application to Security-Constrained Optimal Power Flow

Energies

2023/8/10

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression

Computers & Chemical Engineering

2023/6/19

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Hybrid Modeling and Multi-Fidelity Approaches for Data-Driven Branch-and-Bound Optimization

2023/1/1

Suryateja Ravutla
Suryateja Ravutla

H-Index: 1

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Discrete Element Simulation and Economics of Mechanochemical Grinding of Plastic Waste at an Industrial Scale

2023/1/1

Verification of Neural Network Surrogates

2022/1/1

Michael Bynum
Michael Bynum

H-Index: 6

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Data-Driven Simultaneous Process Optimization and Adsorbent Selection for Vacuum Pressure Swing Adsorption

Chemical Engineering Research and Design

2022/12/1

Surrogate-based branch-and-bound algorithms for simulation-based black-box optimization

Optimization and Engineering

2022/9/2

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Stages and Kinetics of Mechanochemical Depolymerization of Poly (ethylene terephthalate) with Sodium Hydroxide

ACS Sustainable Chemistry & Engineering

2022/8/17

Perspectives on the Integration between First-Principles and Data-Driven Modeling

2022/6/22

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Training Stiff Dynamic Process Models via Neural Differential Equations

2022/1/1

Fani Boukouvala
Fani Boukouvala

H-Index: 18

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

Journal of Global Optimization

2021/12/2

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Two-Stage Approach to Parameter Estimation of Differential Equations Using Neural ODEs

Industrial & Engineering Chemistry Research

2021/11/8

Fani Boukouvala
Fani Boukouvala

H-Index: 18

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

2021/1/1

Fani Boukouvala
Fani Boukouvala

H-Index: 18

Online Graduate Certificate in Data Science for the Chemical Industry

Chemical Engineering Education

2021

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

2021/1/1

Fani Boukouvala
Fani Boukouvala

H-Index: 18

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

Computers & Chemical Engineering

2020/10/4

Fani Boukouvala
Fani Boukouvala

H-Index: 18

See List of Professors in Fani Boukouvala University(Georgia Institute of Technology)