Fani Boukouvala

Georgia Institute of Technology — United States

Computer Science · Physical Sciences

28h-index3.0kcitations78works4.32yr avg
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Research Topics

Advanced Multi-Objective Optimization Algorithms(21), Advanced Control Systems Optimization(15), Process Optimization and Integration(12), Probabilistic and Robust Engineering Design(10), Optimal Experimental Design Methods(10)

Publications78 total

A cradle-to-gate life cycle assessment of mechanochemical recycling of poly(ethylene terephthalate) waste
Chemical Engineering Journal·2025· 2 citedOpen Access
Integrated hybrid modelling of lignin bioconversion
Systems and Control Transactions·2025Open Access
Enabling Informed Decisions on Pyrolysis: A Key to Turn the Tide on Plastics Recycling
ACS Sustainable Chemistry & Engineering·2025· 6 citedOpen Access
Effects of Surrogate Hybridization and Adaptive Sampling for Simulation-Based Optimization
Industrial & Engineering Chemistry Research·2025· 3 citedOpen Access
Technoeconomic Analysis and Life Cycle Assessment of Purification Processes for Captured CO2 streams
SSRN Electronic Journal·2025Open Access
Surrogate model optimization of vacuum pressure swing adsorption using a flexible metal organic framework with hysteretic sigmoidal isotherms
International journal of greenhouse gas control·2024· 9 citedOpen Access
Integrating Hybrid Modeling and Multifidelity Approaches for Data-Driven Process Model Discovery
Systems and Control Transactions·2024Open Access
Towards Sustainable Supply Chains for Waste Plastics through Closed-Loop Recycling: A case-study for Georgia
Systems and Control Transactions·2024· 2 citedOpen Access
Fitting micro-kinetic models to transient kinetics of temporal analysis of product reactors using kinetics-informed neural networks
arXiv (Cornell University)·2024Open Access
Modeling Mechanochemical Depolymerization of PET in Ball-Mill Reactors Using DEM Simulations
ACS Sustainable Chemistry & Engineering·2024· 17 citedOpen Access
Physics-informed machine learning with optimization-based guarantees: Applications to AC power flow
International Journal of Electrical Power & Energy Systems·2024· 11 citedOpen Access
Micro-kinetic modeling of temporal analysis of products data using kinetics-informed neural networks
Digital Discovery·2024· 1 citedOpen Access
Process development and techno-economic analysis for mechanochemical recycling of poly(ethylene terephthalate)
Chemical Engineering Journal·2023· 36 cited
Enabling global interpolation, derivative estimation and model identification from sparse multi-experiment time series data via neural ODEs
Engineering Applications of Artificial Intelligence·2023· 8 cited
Machine learning in process systems engineering: Challenges and opportunities
Computers & Chemical Engineering·2023· 88 cited
Optimization with Neural Network Feasibility Surrogates: Formulations and Application to Security-Constrained Optimal Power Flow
Energies·2023· 3 citedOpen Access
Physics-based Penalization for Hyperparameter Estimation in Gaussian Process Regression
Computers & Chemical Engineering·2023· 9 cited
Hybrid Modeling and Multi-Fidelity Approaches for Data-Driven Branch-and-Bound Optimization
Computer-aided chemical engineering/Computer aided chemical engineering·2023· 2 cited
Discrete Element Simulation and Economics of Mechanochemical Grinding of Plastic Waste at an Industrial Scale
Computer-aided chemical engineering/Computer aided chemical engineering·2023· 4 cited
Structured Physics Informed Neural Networks for Surrogate Based Feasibility.
2022Open Access
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Frequent Co-authors

Marianthi Ierapetritou(15), Christodoulos A. Floudas(13), Fernando J. Muzzio(11), William A. Bradley(5), Elisavet Anglou(5), Carsten Sievers(5), M. M. Faruque Hasan(4), Rohit Ramachnadran(4), Sun Hye Kim(4), Jianyuan Zhai(4), Arvind Ganesan(4), Sankar Nair(4), Eric L. First(3), Zachary Kilwein(3), Logan Blakely(3), Carl D. Laird(3), Burcu Beykal(3), Matthew J. Realff(3), Y. A. Chang(3), Jinhyeun Kim(2)