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Record W4391105909 · doi:10.1080/1064119x.2024.2304049

Experimental and numerical studies on lateral bearing characteristics of innovative gravel-filled canister-monopile (GCM) hybrid foundation

2024· article· en· W4391105909 on OpenAlex
Xinchen Qiu, M. Hesham El Naggar, Kuihua Wang, Shuang Zhao, Juntao Wu

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

VenueMarine Georesources and Geotechnology · 2024
Typearticle
Languageen
FieldEngineering
TopicGeotechnical Engineering and Soil Stabilization
Canadian institutionsWestern University
FundersChina Scholarship CouncilNational Natural Science Foundation of China
KeywordsFoundation (evidence)Bearing capacityGeotechnical engineeringOffshore wind powerBearing (navigation)StiffnessEccentricity (behavior)GeologyEngineeringStructural engineeringTurbineComputer science

Abstract

fetched live from OpenAlex

In recent years, the monopile foundation is increasingly utilized to support offshore wind turbines (OWT). However, as the OWT becomes larger, a larger monopile diameter is always required to resist lateral loads, resulting in an increase in the construction cost and installation effort of the monopile. Therefore, an innovative gravel-filled canister-monopile (GCM) hybrid foundation is proposed to provide greater lateral bearing capacity of monopile without raising construction cost and minimizing installation effort. The hybrid foundation that integrates an additional canister filled with gravel alongside the monopile, can increase the horizontal bending stiffness and improve soil resistance as the soil beneath the canister. To evaluate the lateral bearing capacity of the GCM hybrid foundation and compare it with the conventional monopile, the model tests as well as the finite element analysis are conducted in this regard. The results show that the hybrid foundation outperforms the monopile in terms of increasing lateral bearing capacity, moment resistance and reducing lateral deformation. Furthermore, a thorough parametric study evaluating the effects of canister dimensions, backfill properties and loading eccentricity on the lateral bearing characteristics of a hybrid foundation are evaluated. Some design suggestions are provided for the further application of the hybrid foundation in OWT projects.

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: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.812
Threshold uncertainty score0.636

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 head0.009
GPT teacher head0.228
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