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Universidade Federal de São Carlos (UFSCAR). Centro de Ciências e Tecnologias para a Sustentabilidade (CCTS) (Institutional affiliation from the last research proposal) Birthplace: Brazil
Holds a master's degree in Physics from the Federal University of São Carlos (2022) and a degree in Physics from the same university (2019). Currently working as a PhD student in Physics at the Federal University of São Carlos, under the supervision of Prof. Celso Jorge Villas-Boas. The main experience is in the areas of Quantum Computing with superconducting qubits, Quantum Optics and Machine Learning. (Source: Lattes Curriculum)
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In this work we propose to assess the application of deep neural networks as surrogate models for traditional differential models. Neural networks learning process will be guided not only by a training set -- as usual -- but also by adding constraints imposing characteristics from the phenomenon being modelled. The training set will be formed from samples coming from solutions of model pr…
| 1 / 1 | Completed scholarships in Brazil |
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