Projects per year
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Dive into the research topics where Francisco De Nolasco Santos is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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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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FWOTM1282: Accelerating wind farm structural load estimation through flexible surrogate modeling
De Nolasco Santos, F. (Mandate), Weijtjens, W. (Administrative Promotor) & Devriendt, C. (CoI (Co-Promotor))
1/10/25 → 24/10/28
Project: Fundamental
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From Few Instrumented Turbines to the Whole Farm: Fatigue Estimation Using Learned Acceleration Representations and LSTM Regression
Bel-Hadj, Y., De Nolasco Santos, F., Weijtjens, W. & Devriendt, C., Jul 2026, In: E-Journal of nondestructive testing. 9 p.Research output: Contribution to journal › Conference paper
Open Access -
Inferring wind turbine operational state and fatigue from high-frequency acceleration using self-supervised learning for SCADA (supervisory control and data acquisition)-free monitoring: Inferring wind turbine operational state and fatigue from high-frequency acceleration using self-supervised learning for SCADA (supervisory control and data acquisition)-free monitoring
Bel-Hadj, Y., De Nolasco Santos, F., Weijtjens, W. & Devriendt, C., 23 Apr 2026, In: Wind Energy Science. 11, 4, p. 1363-1382 20 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Uncovering the link between forced power oscillations and metocean conditions
De Nolasco Santos, F., Weijtjens, W., Demuynck, A. & Devriendt, C., 1 Jun 2026, In: Journal of Physics: Conference Series. 3224, 5, 11 p., 052012.Research output: Contribution to journal › Conference paper
Open Access -
Estimating Fatigue Through Latent Space Embedding of Acceleration in Offshore Wind Turbines
De Nolasco Santos, F., Bel-Hadj, Y., Weijtjens, W. & Devriendt, C., 1 Oct 2025, Experimental Vibration Analysis for Civil Engineering Structures (EVACES 2025). Cunha, Á. & Caetano, E. (eds.). Springer Nature, Vol. 675. p. 943-951 9 p. (Lecture Notes in Civil Engineering; vol. 675 LNCE).Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Open Access1 Citation (Scopus) -
Propagating ml model uncertainties in offshore wind turbine fatigue damage accumulation
De Nolasco Santos, F., Hlaing, N., Weijtjens, W. & Devriendt, C., 18 Jun 2025, ECCOMAS. p. 1-11 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference paper
Datasets
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Multivariate prediction on wake-affected wind turbines using graph neural networks (Eurodyn) database
De Nolasco Santos, F. (Creator), Duthé, G. (Creator), Abdallah, I. (Creator), Réthoré, P.-É. (Researcher), Weijtjens, W. (Supervisor), Chatzi, E. (Supervisor) & Devriendt, C. (Supervisor), Zenodo, 22 Mar 2023
Dataset
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Wind Farm GNNs
De Nolasco Santos, F. (Creator) & Duthé, G. (Creator), GitHub, 2024
https://github.com/gduthe/windfarm-gnn
Dataset
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WILLOW - Norther: data set for the full-scale validation of model-based virtual sensing methods for an operational offshore wind turbine
Fallais, D. (Creator), Weijtjens, W. (Supervisor), Devriendt, C. (Supervisor), Sastre Jurado, C. (Data Collector) & De Nolasco Santos, F. (Editor), Zenodo, 2024
DOI: 10.5281/zenodo.11093262, https://zenodo.org/records/11093262
Dataset
Prizes
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2024 WES outstanding reviewer award
De Nolasco Santos, F. (Recipient), 2024
Prize: Prize (including medals and awards)
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Best Paper Award (2nd place, ex-aequo)
De Nolasco Santos, F. (Recipient), Robbelein, K. (Recipient), D'Antuono, P. (Recipient), Noppe, N. (Recipient), Weijtjens, W. (Recipient) & Devriendt, C. (Recipient), 6 Jul 2022
Prize: Prize (including medals and awards)
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ULB-VUB Syensqo Award (former Solvay Award)
De Nolasco Santos, F. (Recipient), 2024
Prize: Prize (including medals and awards)
Activities
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Transfer Learning in Graph Neural Networks with Real-World Offshore Wind Farm Data
Van Rompaey, J. (Speaker), De Nolasco Santos, F. (Contributor), Weijtjens, W. (Contributor) & Devriendt, C. (Contributor)
9 Jul 2026Activity: Talk or presentation › Talk or presentation at a conference
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Kinderuniversiteit: Windenergie workshop
Weil, M. F. (Speaker), De Nolasco Santos, F. (Speaker), Weijtjens, W. (Contributor) & Devriendt, C. (Contributor)
11 May 2023Activity: Talk or presentation › Talk at a school event
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KinderUniversiteir - Najaarsworkshop: Windmolens op Zee Dansen op het Ritme van de Golven
Weil, M. F. (Speaker), De Nolasco Santos, F. (Speaker), Weijtjens, W. (Contributor) & Devriendt, C. (Contributor)
7 Nov 2023Activity: Talk or presentation › Talk at a school event
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Stand at Oostende voor Anker w/ Blauwe Cluster
De Nolasco Santos, F. (Speaker), Winkler, K. (Speaker), Marini, R. (Speaker), Devriendt, C. (Speaker), Weijtjens, W. (Contributor) & Weil, M. F. (Contributor)
1 Jun 2023 → 4 Jun 2023Activity: Talk or presentation › Talk at a festival/exhibition
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Real-world offshore wind farm fatigue load estimation using SCADA and SHM accelerometers
De Nolasco Santos, F. (Speaker), Noppe, N. (Contributor), Weijtjens, W. (Contributor) & Devriendt, C. (Contributor)
24 May 2023Activity: Talk or presentation › Talk or presentation at a conference