Projects per year
Personal profile
Research profile
Luan Fiorio is enrolled in the PhD program of the Signal Processing Systems Group at the Eindhoven University of Technology. His research is focused on audio processing and machine/deep learning.
Academic background
Luan holds a Bachelor's (2020) and a Master's (2022) degree in Electrical Engineering from Santa Catarina State University, Brazil. His undergraduate research focused on the emulation of tube preamplifiers using neural networks. In his master's thesis, he proposed a robust solution for the Virtual Reference Feedback Tuning (VRFT) method using swarm intelligence algorithms.
Education/Academic qualification
Electrical engineering, Master, Virtual Reference Feedback Tuning with robustness constraints: a swarm intelligence solution, Universidade do Estado de Santa Catarina
Mar 2020 → Feb 2022
Award Date: 14 Feb 2022
Electrical engineering, Bachelor, Universidade do Estado de Santa Catarina
Jan 2015 → Dec 2019
Award Date: 29 Feb 2020
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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RAISE SPS: Robust AI for SafE (radar) signal processing
Gonzalez Carabarin, L. (Project member), Youn, J. (Project member), Karanov, B. (Project member), Wei, X. (Project member), Fiorio, L. (Project member), Chen, C.-H. (Project member), An, M. (Project member), Belt, H. J. W. (Project member), Manders, T. (Project member), Lima de Oliveira, M. (Project member), Mischi, M. (Project Manager), Overdevest, J. (Project member), Bergmans, J. W. M. (Project member), Alvarado, A. (Project communication officer) & Aarts, R. M. (Project member)
1/06/21 → 31/07/26
Project: Third tier
Research output
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Machine learning-based audio processing for hearing devices: A cocktail party problem
Fiorio, L. V., 30 Jun 2026, Eindhoven: Eindhoven University of Technology. 166 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile22 Downloads (Pure) -
Clustering of Acoustic Environments with Variational Autoencoders for Hearing Devices
Fiorio, L., Nikoloska, I., van Houtum, W. J. & Aarts, R. M., 28 Nov 2025, arXiv.org, 12 p.Research output: Working paper › Preprint › Academic
Open AccessFile9 Downloads (Pure) -
Hybrid Real- and Complex-valued Neural Network Architecture
Young, A., Fiorio, L., Yang, B., Karanov, B., van Houtum, W. J. & Aarts, R. M., 4 Apr 2025, arXiv.org, 15 p.Research output: Working paper › Preprint › Academic
Open AccessFile13 Downloads (Pure) -
Target Speaker Selection for Neural Network Beamforming in Multi-Speaker Scenarios
Fiorio, L., Defraene, B., David, J., Young, A., Widdershoven, F. P., van Houtum, W. J. & Aarts, R. M., 17 Nov 2025, European Signal Processing Conference, EUSIPCO. Institute of Electrical and Electronics Engineers, p. 166-170 5 p. 1226058Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile4 Downloads (Pure) -
Spectral Masking With Explicit Time-Context Windowing for Neural Network-Based Monaural Speech Enhancement
Fiorio, L. (Corresponding author), Karanov, B., Defraene, B., David, J., Widdershoven, F. P., van Houtum, W. J. & Aarts, R. M., 18 Oct 2024, In: IEEE Access. 12, p. 154843-154852 10 p., 10721436.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile88 Downloads (Pure)
Press/Media
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Researchers from Eindhoven University of Technology Report Recent Findings in Technology (Virtual Reference Feedback Tuning With Robustness Constraints: a Swarm Intelligence Solution)
4/08/23
1 item of Media coverage
Press/Media: Expert Comment