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Record W7000510783

Experimental Evaluation of ABL and Downburst Wind Loads on an Elevated Building

2023· article· en· W7000510783 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship@Western (Western University) · 2023
Typearticle
Languageen
FieldEnvironmental Science
TopicWind and Air Flow Studies
Canadian institutionsnot available
Fundersnot available
KeywordsAerodynamicsWind engineeringPlanetary boundary layerCladding (metalworking)Wind tunnelWind speedWind directionBoundary layerTerrain
DOInot available

Abstract

fetched live from OpenAlex

Elevated low-rise buildings are vulnerable to cladding damage underneath the structure due to extreme winds and the absence of proper wind loading codes and standards such as the National Building Code of Canada (NBCC). The space between the ground and the horizontal base surface of an elevated structure affects its aerodynamics differently compared to a ground-mounted structure. Despite the widespread use of elevated low-rise buildings, there is still limited understanding of the wind interaction across building surfaces for different stilt heights and wind types. This research aims to evaluate the impact of atmospheric boundary layer (ABL) and downburst wind loads on an elevated low-rise building with typical northern Canadian architecture, using experimental testing facilities at Western University. The Boundary Layer Wind Tunnel Laboratory was used to simulate ABL winds in open terrain and to measure the external pressure coefficients on the building model. Additionally, the WindEEE Dome was used to generate downburst-like winds and measure their resultant wind loads. The analysis of both datasets indicates that stilt height has a significant impact on surface pressures on the base surface of the building, resulting in increased peak suction near the corners and edges when the stilt height is increased. The wind loads from both test series were compared to the newly introduced ABL wind loading provisions for elevated structures in ASCE 7-22 to assess the adequacy of these design pressures on the study building. The enveloped negative external pressure coefficients due to both ABL and downburst winds were effectively covered by the ASCE 7-22 design loads for stilt heights below 2.5 m. However, 2.5 m and 3 m stilt heights produced external pressure coefficients which exceeded the design pressures of ASCE for tributary areas below 5 m2. Therefore, further refinement of external design pressures and components and cladding zones may be necessary to ensure a more conservative design of elevated structures. The results of this study can be used to improve the NBCC by incorporating aerodynamic information for elevated buildings.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.007
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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 integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.102
GPT teacher head0.336
Teacher spread0.234 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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