Researcher
Federico Garbuglia
- Keywords:data-efficient machine learning, macromodeling
- Disciplines:Machine learning and decision making, Modelling not elsewhere classified
Affiliations
- Department of Information technology (Department)
Member
From18 Nov 2019 → Today
Publications
1 - 9 of 9
- Modeling S-parameters of interconnects using periodic Gaussian process kernels(2023)
Authors: Federico Garbuglia, Domenico Spina, Torsten Reuschel, Christian Schuster, Dirk Deschrijver, Tom Dhaene
Number of pages: 1 - Bayesian optimization for microwave devices using deep GP spectral surrogate models(2023)
Authors: Federico Garbuglia, Domenico Spina, Dirk Deschrijver, Ivo Couckuyt, Tom Dhaene
Pages: 2311 - 2318 - Modeling electrically long interconnects using physics-informed delayed gaussian processes(2023)
Authors: Federico Garbuglia, Torsten Reuschel, Christian Schuster, Dirk Deschrijver, Tom Dhaene, Domenico Spina
Pages: 1715 - 1723 - Deep learning techniques for digital satellite communications(2022)
Authors: Federico Garbuglia, Tom Dhaene, Domenico Spina, Maokun Li, Marco Salucci
Pages: 313 - 343 - S-parameter modeling and optimization using deep Gaussian processes(2022)
Authors: Federico Garbuglia, Domenico Spina, Dirk Deschrijver, Ivo Couckuyt, Tom Dhaene
Number of pages: 1 - Bayesian active learning for radiation pattern sampling over cylindrical surfaces(2022)
Authors: Federico Garbuglia, Tim Claeys, Ivo Couckuyt, Dirk Deschrijver, Tom Dhaene
Pages: 1391 - 1398 - Adaptive sampling with automatic stopping for feasible region identification in engineering design(2022)
Authors: Jixiang Qing, Nicolas Knudde, Federico Garbuglia, Domenico Spina, Ivo Couckuyt, Tom Dhaene
Pages: 1955 - 1972 - Bayesian active learning for multi-objective feasible region identification in microwave devices(2021)
Authors: Federico Garbuglia, Jixiang Qing, Nicolas Knudde, Domenico Spina, Ivo Couckuyt, Dirk Deschrijver, Tom Dhaene
Pages: 400 - 403 - Evaluation of generative modeling techniques for frequency responses(2020)Volume: 3
Authors: Federico Garbuglia, Domenico Spina, Dirk Deschrijver, Tom Dhaene
Number of pages: 1