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Record W4413391873 · doi:10.1115/omae2025-157429

Experimental Emulation of Shutdown and Start-Up Procedures in Wave Basin Tests of a 15MW Floating Offshore Wind Turbine

2025· article· en· W4413391873 on OpenAlex
Pedro Cardozo de Mello, Jordi Mas-Soler, Renato M. Monaro, Alexandre N. Simos, Daniel F. de Carvalho e Silva

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEngineering
TopicWave and Wind Energy Systems
Canadian institutionsWiLAN (Canada)
Fundersnot available
KeywordsEmulationOffshore wind powerMarine engineeringTurbineShutdownSubmarine pipelineEnvironmental scienceComputer scienceEngineeringNuclear engineeringAerospace engineeringGeotechnical engineering

Abstract

fetched live from OpenAlex

Abstract Tests of floating offshore wind turbines (FOWT) conducted in wave basins usually focus on the behavior of the floater in waves and require proper emulation of the wind forces and effects of the turbine’s control system. Oftentimes, wind forces are applied to the model by means of an electromechanical device composed of several drone propellers, in an experimental approach known as Software-in-the-Loop (SiL). Such an approach allows not only the emulation of aerodynamics loads with constant or turbulent winds, but also to mimic transient stages of the system start-up and shutdown. The present work assesses a set of experimental results obtained for a 1:45 model scale of a semisubmersible floater supporting the IEA-15MW reference wind turbine, with emphasis on the dynamics during the turbine’s start-up and shutdown transient stages. A start-up control strategy was implemented in the SIL algorithm and tested in different environmental scenarios of waves and winds. Likewise, a shutdown control was also tested both with manual commands from a fictitious operator and automatically, in the latter case adopting a wind speed upper bound as the trigger for the shutdown procedure. No critical dynamic effects were observed during the transients, at least for the environmental conditions that were tested.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.090
Threshold uncertainty score0.342

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.012
GPT teacher head0.231
Teacher spread0.219 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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