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Record W7024603552

Sound transmission loss of orthotropic sandwich panels with soft core and noise control treatment

2012· article· en· W7024603552 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueNPARC · 2012
Typearticle
Languageen
FieldComputer Science
TopicMultimodal Machine Learning Applications
Canadian institutionsnot available
Fundersnot available
KeywordsShearing (physics)Sandwich-structured compositeNoise controlSound transmission classOrthotropic materialCompressibilityCore (optical fiber)Noise (video)
DOInot available

Abstract

fetched live from OpenAlex

A new improved model of diffuse field acoustic transmission in symmetrical sandwich panels with thin skins and a soft core is presented in this paper. Generally, asymmetric motion is the only dynamic behaviour which is considered in the modeling of sandwich panels. Bending and membrane behaviour are considered in the skins while the core is assumed to be incompressible over the thickness and experiences only shearing deformations. This set of assumptions is suitable for structures with relatively stiff and thin cores. However, the symmetric mode of motion becomes important for panels with thick and soft cores which exhibit significant compression deformations over the thickness. In this paper, both symmetric and asymmetric modes of motion are considered numerically. Their impact on the transmission loss is addressed in the configuration of a sandwich panel with attached multilayer Noise Control Treatment (NCT). Experimental and literature results are compared with the numerical simulations using the present theoretical approach in order to prove the validity and effectiveness of this approach. Copyright © (2012) by the Institute of Noise Control Engineering (INCE).

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.368
Threshold uncertainty score0.302

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 head0.018
GPT teacher head0.266
Teacher spread0.248 · 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