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Fani Boukouvala

Associate Professor

Georgia Institute of Technology

United States

Research Interests

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Professors in United States

Articles (19)

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Collaborators (4)

Jinsu Kim

Assistant Professor

Konkuk University

SOUTH KOREA

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Bhushan Gopaluni

The University of British Columbia

CANADA

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Jay Lee

CH Cho Chair Professor

University of Southern California

UNITED STATES

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Matthew J. Realff

UNITED STATES

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Fani Boukouvala

Research Interests

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Articles (19)

Data-driven Lipschitz-informed convex underestimators for branch-and-bound optimization of black-box functions

Effects of Surrogate Hybridization and Adaptive Sampling for Simulation-Based Optimization

A cradle-to-gate life cycle assessment of mechanochemical recycling of poly(ethylene terephthalate) waste

Integrated hybrid modelling of lignin bioconversion

Enabling Informed Decisions on Pyrolysis: A Key to Turn the Tide on Plastics Recycling

Machine learning in process systems engineering: Challenges and opportunities

Integrating Hybrid Modeling and Multifidelity Approaches for Data-Driven Process Model Discovery

Towards Sustainable Supply Chains for Waste Plastics through Closed-Loop Recycling: A case-study for Georgia

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

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

Micro-kinetic modeling of temporal analysis of products data using kinetics-informed neural networks

Modeling Mechanochemical Depolymerization of PET in Ball-Mill Reactors Using DEM Simulations

Physics-informed machine learning with optimization-based guarantees: Applications to AC power flow

Surrogate model optimization of vacuum pressure swing adsorption using a flexible metal organic framework with hysteretic sigmoidal isotherms

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

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

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

Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression

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

Collaborators (4)

Jinsu Kim

Bhushan Gopaluni

Jay Lee

Matthew J. Realff

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