Data-driven surrogate modelling of multistage Taylor cone–jet dynamics
Candido, S. et al. (2024) "Data-driven surrogate modelling of multistage Taylor cone–jet dynamics." Physics of Fluids.
Ph.D. in Mechanical Engineering, University of Beira Interior, 2024
Thesis: Study of the Atomization of Electrohydrodynamic Jets: modelling, performance and applications LINK.PT
Approved with Distinction
M.Sc. in Electromechanical Engineering, University of Beira Interior, 2019
Dissertation: Studies on Flow Uniformization in Mixing Chambers using CFD - Analysis of the CLOUD experiment chamber at CERN LINK.PT
Merit Award — highest academic average in the MSc programme, 2018/2019
B.Sc. in Electromechanical Engineering, University of Beira Interior, 2017
Mechanical Engineer / CERN Fellow, CERN, Geneva, Switzerland
Apr 2024–present
Design and multiphysics analysis of high-power beam-intercepting systems for next-generation particle accelerators. Work includes thermal-fluid system development, free-surface liquid-metal flows, conjugate heat transfer, thermal shock, structural assessment, two-phase flow and magnetohydrodynamics. Responsible for translating simulation results into engineering concepts, operating requirements and design recommendations.
Mechanical Engineer R&D Consultant, University of Beira Interior, Covilhã, Portugal
Jan 2024–Mar 2024
Developed computational workflows combining CFD, conjugate heat transfer, Python-based data processing and machine-learning models. The work focused on predicting thermal and flow fields, identifying hot spots and supporting the development of simulation-based industrial digital twins.
PhD Researcher — Computational Multiphysics, Foundation for Science and Technology (FCT) & University of Beira Interior, Covilhã, Portugal
Sep 2019–Dec 2023
Developed custom OpenFOAM solvers for electrohydrodynamic, capillary and multiphase flows. Conducted large-scale HPC simulations, model verification and validation, Python-based data analysis, and reduced-order and deep-learning surrogate modelling.
Visiting Doctoral Researcher, West University of Timișoara, Faculty of Physics, Timișoara, Romania
May 2023
Short-term doctoral mobility focused on Lattice Boltzmann Methods for fluid dynamics and GPU-based parallel computing for the acceleration of numerical simulations.
Research Intern, University of Beira Interior, Covilhã, Portugal
Summer 2017
Computational modelling of three-dimensional flow structures in a disk pump/Tesla turbine using SolidWorks.
Selected key publications. The complete publication record is available on my Google Scholar profile.
Design and modeling of a liquid-lead dump concept for beamstrahlung radiation absorption in the CERN Future Circular Electron–Positron Collider
Candido, S., Ximenes, R. F., Lechner, A., Frasca, A., Lerner, G., Marcone, A. P., et al. (2026). arXiv preprint, arXiv:2601.18470.
Numerical investigation of electrospray plume control using high-voltage ring conductors
Benmoussa, A., Candido, S., Pendar, M. R., & Páscoa, J. C. (2026). Journal of Aerosol Science, 106814.
Candido, S. et al. (2024) "Data-driven surrogate modelling of multistage Taylor cone–jet dynamics." Physics of Fluids.
Candido, S. et al. (2023) "On modal decomposition as surrogate for charge-conservative EHD modelling of Taylor Cone jets." International Journal of Engineering Science.
Pendar, M., Cândido, S., Páscoa, J. (2023). " Optimization of painting efficiency applying unique techniques of high-voltage conductors and nitrotherm spray: Developing deep learning models using computational fluid dynamics dataset" Physics of Fluids. 35(7).
Cândido, S., Páscoa, J. (2023). "Dynamics of three-dimensional electrohydrodynamic instabilities on Taylor cone jets using a numerical approach" Physics of Fluids. 35(5).
Candido, S. & Páscoa, JC (2021). "Numerical Simulation of Electrified Liquid Jets Using a Geometrical VoF Method." Proceedings of the ASME 2021 International Mechanical Engineering Congress and Exposition. 10.
Talk at Universidade da Beira Interior, Covilhã, Portugal
Talk at Facultatea de Fizica, West University of Timisoara, Timișoara, Romania
Tutorial at University of Beira Interior, Covilhâ, Portugal
Secretary, Rotaract Genève International, Geneva, Switzerland
2026–2027
Member since 2026, contributing to the organization of service, networking, and community initiatives.
Website
Vice-President, Fiscal Council, Happy Wish Junior Initiative, Covilhã, Portugal
2022–2023
Supervised the financial management of the junior initiative and contributed to financial reporting activities.
LinkedIn
Finance Department Associate, Happy Wish Junior Initiative, Covilhã, Portugal
2021–2022
Supported financial management and administrative activities within the organization.
LinkedIn
Tutor, STEAM Junior Academy, AJSTEAM UBI, Covilhã, Portugal
March 2023
Supported educational activities promoting science, technology, engineering, arts, and mathematics.
Conference Session Co-Chair, ASME IMECE2021
November 2021
Co-chaired a technical conference session on Aerodynamics & Novel Aerospace Propulsion Systems.
Volunteer, Refood Covilhã, Covilhã, Portugal
2019–2024
Contributed to local food redistribution and community support activities.